From 7c1a4447646fe9897231d2399002c195d43a7403 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:10:36 -0400 Subject: [PATCH 01/48] Relocated test data into subdirectories. --- examples/holoclean_repair_example.py | 22 +- examples/holoclean_repair_example_db.py | 10 +- testdata/Adult1100.csv | 1101 - testdata/Adult20.csv | 21 - testdata/Adult500.csv | 501 - testdata/AdultFull.csv | 48843 ---------------- testdata/adult/adult.csv | 1001 + testdata/adult/adult_clean.csv | 15001 +++++ testdata/adult/adult_constraints.txt | 4 + testdata/adult_constraints.txt | 2 - testdata/{ => flight}/flight.csv | 0 testdata/{ => flight}/flight_clean.csv | 0 testdata/{ => hospital}/hospital.csv | 0 testdata/{ => hospital}/hospital_clean.csv | 0 .../{ => hospital}/hospital_constraints.txt | 0 testdata/hospital/hospital_numerical.csv | 1001 + .../hospital/hospital_numerical_clean.csv | 19001 ++++++ testdata/hospital_100.csv | 101 - testdata/hospital_100_clean.csv | 1901 - testdata/{ => met}/met_1000.csv | 0 testdata/met/met_1000_transformed.csv | 1001 + testdata/{ => met}/met_constraints.txt | 0 tests/test_holoclean_repair.py | 4 +- 23 files changed, 37023 insertions(+), 52492 deletions(-) delete mode 100644 testdata/Adult1100.csv delete mode 100644 testdata/Adult20.csv delete mode 100644 testdata/Adult500.csv delete mode 100644 testdata/AdultFull.csv create mode 100644 testdata/adult/adult.csv create mode 100644 testdata/adult/adult_clean.csv create mode 100644 testdata/adult/adult_constraints.txt delete mode 100644 testdata/adult_constraints.txt rename testdata/{ => flight}/flight.csv (100%) rename testdata/{ => flight}/flight_clean.csv (100%) rename testdata/{ => hospital}/hospital.csv (100%) rename testdata/{ => hospital}/hospital_clean.csv (100%) rename testdata/{ => hospital}/hospital_constraints.txt (100%) create mode 100644 testdata/hospital/hospital_numerical.csv create mode 100644 testdata/hospital/hospital_numerical_clean.csv delete mode 100644 testdata/hospital_100.csv delete mode 100644 testdata/hospital_100_clean.csv rename testdata/{ => met}/met_1000.csv (100%) create mode 100644 testdata/met/met_1000_transformed.csv rename testdata/{ => met}/met_constraints.txt (100%) diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index 0f94a5590..fb46e0a67 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -1,15 +1,12 @@ -import sys -sys.path.append('../') import holoclean -from detect import NullDetector, ViolationDetector +from detect import * from repair.featurize import * - # 1. Setup a HoloClean session. hc = holoclean.HoloClean( db_name='holo', - domain_thresh_1=0, - domain_thresh_2=0, + domain_thresh_1=0.0, + domain_thresh_2=0.0, weak_label_thresh=0.99, max_domain=10000, cor_strength=0.6, @@ -20,15 +17,13 @@ threads=1, batch_size=1, verbose=True, - timeout=3*60000, - feature_norm=False, - weight_norm=False, - print_fw=True + timeout=3 * 60000, + print_fw=True, ).session # 2. Load training data and denial constraints. -hc.load_data('hospital', '../testdata/hospital.csv') -hc.load_dcs('../testdata/hospital_constraints.txt') +hc.load_data('hospital', '../testdata/hospital/hospital.csv') +hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells using these two detectors. @@ -38,7 +33,6 @@ # 4. Repair errors utilizing the defined features. hc.setup_domain() featurizers = [ - InitAttrFeaturizer(), OccurAttrFeaturizer(), FreqFeaturizer(), ConstraintFeaturizer(), @@ -47,7 +41,7 @@ hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. -hc.evaluate(fpath='../testdata/hospital_clean.csv', +report = hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') diff --git a/examples/holoclean_repair_example_db.py b/examples/holoclean_repair_example_db.py index d9bd52006..ba8c46533 100644 --- a/examples/holoclean_repair_example_db.py +++ b/examples/holoclean_repair_example_db.py @@ -21,14 +21,12 @@ batch_size=1, verbose=True, timeout=3*60000, - feature_norm=False, - weight_norm=False, - print_fw=True + print_fw=True, ).session # 2. Load training data and denial constraints. -hc.load_data('hospital', '../testdata/hospital.csv') -hc.load_dcs('../testdata/hospital_constraints.txt') +hc.load_data('hospital', '../testdata/hospital/hospital.csv') +hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells. @@ -50,7 +48,7 @@ hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. -hc.evaluate(fpath='../testdata/hospital_clean.csv', +hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') diff --git a/testdata/Adult1100.csv b/testdata/Adult1100.csv deleted file mode 100644 index f6af18269..000000000 --- a/testdata/Adult1100.csv +++ /dev/null @@ -1,1101 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Hong,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Female,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Prof-specialty,Unmarried,White,Female,30,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,Canada,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Iran,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Separated,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,China,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,35,Portugal,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,4,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,73,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,Other,Female,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,77,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Never-married,Other-service,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Wife,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,62,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,11th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,80,Thailand,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,Philippines,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Other,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,35,Poland,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,Canada,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,England,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,52,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Male,32,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,43,Germany,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,?,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,?,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,32,?,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,44,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,Philippines,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,37,Hong,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,South,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,5th-6th,Never-married,Other-service,Unmarried,Other,Female,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,57,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Male,68,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K \ No newline at end of file diff --git a/testdata/Adult20.csv b/testdata/Adult20.csv deleted file mode 100644 index f2aff6593..000000000 --- a/testdata/Adult20.csv +++ /dev/null @@ -1,21 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K \ No newline at end of file diff --git a/testdata/Adult500.csv b/testdata/Adult500.csv deleted file mode 100644 index 33dd042d3..000000000 --- a/testdata/Adult500.csv +++ /dev/null @@ -1,501 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K diff --git a/testdata/AdultFull.csv b/testdata/AdultFull.csv deleted file mode 100644 index ba0a64fb5..000000000 --- a/testdata/AdultFull.csv +++ /dev/null @@ -1,48843 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Hong,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Female,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Prof-specialty,Unmarried,White,Female,30,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,Canada,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Iran,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Separated,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,China,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,35,Portugal,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,4,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,73,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,Other,Female,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,77,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Never-married,Other-service,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Wife,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,62,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,11th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,80,Thailand,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,Philippines,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Other,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,35,Poland,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,Canada,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,England,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,52,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Male,32,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,43,Germany,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,?,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,?,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,32,?,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,44,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,Philippines,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,37,Hong,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,South,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,5th-6th,Never-married,Other-service,Unmarried,Other,Female,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,57,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Male,68,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,16,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,Honduras,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,Iran,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,66,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,65,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,54,United-States,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,18-21,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,9th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,India,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,58,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Craft-repair,Not-in-family,White,Male,8,Germany,MoreThan50K -22-30,State-gov,HS-grad,Married-AF-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,Black,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Jamaica,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Adm-clerical,Unmarried,White,Female,41,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,2,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,Canada,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,23,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,54,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,9th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,30,South,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,50,Cuba,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Own-child,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,68,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,1,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,Germany,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Iran,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,Ireland,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,Canada,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Canada,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,34,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,?,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Not-in-family,White,Male,12,Italy,LessThan50K -22-30,Private,Assoc-voc,Never-married,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,50,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,?,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,56,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,White,Male,1,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,34,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Other-relative,White,Male,35,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,99,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,45,China,LessThan50K ->50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,Peru,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Greece,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Sales,Wife,Other,Female,18-21,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Protective-serv,Own-child,Other,Male,52,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,Guatemala,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K ->50,Private,9th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Other-relative,Other,Female,18-21,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Ecuador,LessThan50K -22-30,?,Bachelors,Never-married,?,Unmarried,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,1st-4th,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Peru,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,4,Peru,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,96,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,Black,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,60,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,11th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Mexico,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Exec-managerial,Unmarried,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Peru,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Female,4,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,?,LessThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,47,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,52,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,25,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,12th,Never-married,Other-service,Own-child,Black,Female,44,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,23,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,72,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,17,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Craft-repair,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,70,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Taiwan,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,Black,Female,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Other,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,6,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,Iran,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Preschool,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,24,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,47,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,34,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,30,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,?,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,75,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,Haiti,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,39,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,14,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,Iran,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,Italy,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,78,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,28,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,?,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,El-Salvador,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,?,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,12th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,45,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Mexico,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,11,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Columbia,LessThan50K ->50,State-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -18-21,Federal-gov,11th,Never-married,Machine-op-inspct,Own-child,White,Male,4,United-States,LessThan50K -<18,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,58,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,29,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,35,?,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,15,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,8,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Armed-Forces,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,53,Mexico,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,Cuba,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,52,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,10th,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,50,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,7,?,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Other-relative,Black,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,42,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,?,11th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,70,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,75,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Nicaragua,MoreThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,2,United-States,MoreThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,44,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,62,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,35,?,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Self-emp-not-inc,10th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,?,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,11th,Divorced,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,80,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,Greece,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,?,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,32,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Other-relative,White,Female,8,El-Salvador,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Other,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,11th,Divorced,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,45,Iran,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Other-relative,White,Male,30,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,Puerto-Rico,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,Canada,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Sales,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Other,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Female,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,60,South,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,11th,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,12th,Never-married,?,Not-in-family,Black,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,Black,Female,6,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,Japan,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Doctorate,Married-spouse-absent,?,Unmarried,Asian-Pac-Islander,Male,18-21,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,White,Female,40,Dominican-Republic,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,80,?,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,80,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,14,Cuba,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,44,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,26,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,11,?,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,10,India,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Federal-gov,11th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,15,Philippines,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,26,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -18-21,?,Preschool,Married-civ-spouse,?,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,England,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,11th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Canada,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,70,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,33,El-Salvador,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,24,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K ->50,Federal-gov,11th,Divorced,Craft-repair,Not-in-family,Black,Female,40,United-States,MoreThan50K ->50,Private,9th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,37,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,24,?,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,MoreThan50K -31-50,State-gov,HS-grad,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,39,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,50,Jamaica,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,30,?,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,?,5th-6th,Never-married,?,Unmarried,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Own-child,White,Female,40,El-Salvador,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,Honduras,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,Black,Male,10,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,17,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,25,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Divorced,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,24,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Prof-specialty,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,12th,Widowed,?,Unmarried,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,52,Cuba,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Thailand,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,Taiwan,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,5,Vietnam,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,12,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,17,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,60,China,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Separated,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,47,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,72,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,5,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,50,Haiti,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,30,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,52,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,?,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Italy,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,MoreThan50K ->50,?,Some-college,Married-spouse-absent,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Italy,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Portugal,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,Black,Female,90,Jamaica,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -<18,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Male,18-21,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,Mexico,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,50,Hungary,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Priv-house-serv,Not-in-family,Black,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,91,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,92,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Sales,Not-in-family,White,Male,43,Mexico,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Prof-school,Divorced,?,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,30,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,64,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,Black,Female,56,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,72,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Without-pay,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,41,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -<18,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,Iran,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,24,Vietnam,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Adm-clerical,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -18-21,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Widowed,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,1st-4th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Farming-fishing,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Female,50,?,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,10,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,58,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Female,56,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,88,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,11th,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,22,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,63,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,Mexico,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,Italy,LessThan50K -22-30,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,91,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,98,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Farming-fishing,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,36,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,9th,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,15,Japan,LessThan50K -22-30,?,7th-8th,Never-married,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,43,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Mexico,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -31-50,?,9th,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Separated,Priv-house-serv,Unmarried,White,Female,8,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,35,Jamaica,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,Canada,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Unmarried,Black,Female,48,Haiti,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,5,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,India,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,12,Ecuador,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Other,Male,45,Ecuador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,35,Ireland,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Unmarried,White,Female,32,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,13,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Craft-repair,Not-in-family,Other,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Peru,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,80,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Tech-support,Wife,White,Female,80,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Mexico,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,China,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,6,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Germany,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Preschool,Divorced,Other-service,Not-in-family,Other,Male,72,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,12,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,45,Columbia,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Widowed,Prof-specialty,Unmarried,White,Male,40,Iran,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,55,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,3,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,10th,Separated,Other-service,Not-in-family,Black,Female,90,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Hungary,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Other-relative,Black,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Local-gov,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,28,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,White,Female,13,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Other-relative,White,Male,60,Mexico,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Self-emp-not-inc,12th,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,14,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Italy,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,Black,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Guatemala,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Divorced,Craft-repair,Other-relative,Black,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,5,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,37,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,Black,Female,52,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Italy,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,30,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Married-civ-spouse,?,Other-relative,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,25,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,Ireland,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Not-in-family,White,Female,28,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,62,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,Haiti,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,45,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Male,35,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,4,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Priv-house-serv,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,60,Canada,MoreThan50K -31-50,?,Preschool,Widowed,?,Not-in-family,White,Female,18-21,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,50,?,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Female,24,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,22,India,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,24,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,South,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Japan,LessThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Not-in-family,Other,Male,32,Mexico,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Other-relative,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Other,Female,60,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,36,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,75,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Other-relative,Black,Male,72,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,42,El-Salvador,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Wife,White,Female,25,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,3,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,32,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,72,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,9th,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-spouse-absent,Machine-op-inspct,Unmarried,Black,Male,75,Haiti,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Wife,White,Female,70,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,?,Assoc-voc,Separated,?,Own-child,White,Female,40,?,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,66,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Transport-moving,Unmarried,White,Male,25,Guatemala,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,70,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,50,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Other,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,40,Portugal,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,42,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,10th,Separated,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,36,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Divorced,Craft-repair,Unmarried,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,51,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,5th-6th,Divorced,Other-service,Other-relative,Black,Female,40,Haiti,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,India,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,Scotland,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,Laos,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Craft-repair,Other-relative,White,Female,45,Columbia,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,Mexico,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,?,Some-college,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,18-21,Canada,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Separated,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Handlers-cleaners,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,Germany,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,?,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,99,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Widowed,Other-service,Unmarried,White,Female,65,Greece,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Unmarried,White,Male,45,Germany,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,Haiti,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Other-relative,Black,Male,48,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Female,30,?,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,34,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,?,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,9th,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,Scotland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,87,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,?,LessThan50K ->50,Private,HS-grad,Widowed,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,7th-8th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,China,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,35,Jamaica,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Italy,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Iran,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Federal-gov,10th,Separated,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,12,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Wife,White,Female,45,Puerto-Rico,LessThan50K -31-50,Private,10th,Never-married,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Other,Female,60,Guatemala,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,27,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,7th-8th,Never-married,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,Black,Female,18-21,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,30,United-States,LessThan50K ->50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,Nicaragua,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Other,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,45,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Federal-gov,Some-college,Widowed,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,66,South,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,82,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,53,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,Dominican-Republic,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Germany,MoreThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,80,?,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,11,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,29,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Other-relative,Other,Female,30,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Craft-repair,Own-child,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Wife,White,Female,37,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,10th,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,23,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,?,12th,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,23,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Female,43,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,63,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,68,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,45,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Female,30,Dominican-Republic,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,18-21,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,75,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Philippines,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,56,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,7th-8th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Poland,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,12,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Unmarried,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,10th,Never-married,?,Not-in-family,White,Male,4,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,12,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,35,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,17,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,76,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,Columbia,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,18-21,Mexico,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,24,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Male,25,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,68,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Unmarried,Other,Female,35,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,Japan,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,55,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Canada,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Hungary,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Cuba,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,LessThan50K -31-50,?,9th,Separated,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,8,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Own-child,White,Female,40,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Separated,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Black,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Ecuador,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,Scotland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,35,?,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Protective-serv,Own-child,White,Male,72,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Separated,Handlers-cleaners,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,34,Philippines,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,12th,Married-civ-spouse,?,Wife,White,Female,18-21,Germany,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,96,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Germany,MoreThan50K -31-50,Self-emp-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Female,70,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,38,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,25,?,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,54,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K ->50,State-gov,9th,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,Germany,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,Japan,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,38,Thailand,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Local-gov,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,White,Male,7,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,65,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,2,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,70,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Other,Male,40,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,11th,Widowed,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,8,Philippines,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,England,LessThan50K ->50,Without-pay,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,Canada,LessThan50K ->50,Local-gov,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,23,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,Private,11th,Separated,Sales,Not-in-family,Other,Female,30,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Other,Male,18-21,Iran,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,3,United-States,LessThan50K ->50,?,10th,Divorced,?,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,?,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,18-21,Japan,MoreThan50K -31-50,Private,10th,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,12,?,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,11th,Divorced,?,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,22,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Married-spouse-absent,Other-service,Own-child,Other,Female,35,Dominican-Republic,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Other-relative,Black,Male,49,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,Other,Female,40,Puerto-Rico,LessThan50K ->50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,90,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,Columbia,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Own-child,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,15,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,44,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,89,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,Asian-Pac-Islander,Female,60,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Wife,White,Female,50,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Guatemala,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,35,Vietnam,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Other-relative,White,Female,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Other-relative,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,56,Philippines,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,10th,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,10,Germany,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Not-in-family,Black,Male,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,?,LessThan50K -18-21,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,50,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,?,11th,Married-spouse-absent,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,74,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Other-relative,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Germany,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,24,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Other,Male,60,Ecuador,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,2,South,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,34,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,72,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,China,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,53,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Poland,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,2,Taiwan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,68,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Own-child,Amer-Indian-Eskimo,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Haiti,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,43,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Portugal,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Never-worked,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,50,United-States,LessThan50K ->50,?,11th,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,9th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,Mexico,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,Japan,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,Other,Female,40,El-Salvador,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,Germany,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Without-pay,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Priv-house-serv,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,13,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,64,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,England,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,62,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,12th,Never-married,Farming-fishing,Not-in-family,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,12th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,4,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-spouse-absent,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,Private,9th,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Male,10,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Other-relative,White,Female,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Separated,Sales,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Other,Male,30,Cuba,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,53,Mexico,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,56,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,15,?,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,22,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,53,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Other,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,England,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,?,LessThan50K -31-50,Private,Assoc-acdm,Separated,Tech-support,Not-in-family,White,Female,3,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Preschool,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,10,China,MoreThan50K -22-30,Private,9th,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Preschool,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Prof-specialty,Other-relative,White,Male,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Craft-repair,Own-child,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,?,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,24,Haiti,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,11,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,84,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,40,Cuba,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,56,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,11th,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,England,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Germany,MoreThan50K ->50,Private,11th,Separated,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K ->50,State-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,30,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,33,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,8,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,?,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Local-gov,Bachelors,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K ->50,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,70,India,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,6,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,56,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,Japan,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Other,Male,37,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,30,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,75,United-States,LessThan50K ->50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,Scotland,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Own-child,Black,Male,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Other,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,Italy,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,72,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,?,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,?,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Assoc-voc,Married-spouse-absent,?,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Other,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Tech-support,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,?,12th,Never-married,?,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,48,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,Canada,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,55,United-States,LessThan50K -31-50,State-gov,12th,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,45,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,72,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Cuba,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,10th,Separated,?,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Preschool,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,13,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Separated,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,?,12th,Separated,?,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Other-relative,White,Male,3,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,Philippines,LessThan50K ->50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Separated,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,Black,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Male,45,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,99,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,England,MoreThan50K ->50,Self-emp-not-inc,Masters,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,27,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,18-21,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Own-child,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Unmarried,White,Female,48,England,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,30,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,35,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Other-relative,Black,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,65,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Sales,Unmarried,White,Male,50,El-Salvador,MoreThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Male,80,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Separated,Tech-support,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Separated,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Own-child,White,Male,99,Cuba,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Separated,Sales,Other-relative,Other,Male,40,Cuba,LessThan50K -31-50,Private,5th-6th,Divorced,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,37,Taiwan,LessThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,3,Hungary,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Unmarried,White,Male,45,Nicaragua,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Craft-repair,Unmarried,White,Female,55,Ireland,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Wife,White,Female,45,Germany,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,36,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,31,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,80,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Federal-gov,11th,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Italy,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Other-relative,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Portugal,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,89,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,France,LessThan50K ->50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,2,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,Italy,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Wife,Asian-Pac-Islander,Female,14,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,7th-8th,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Other-service,Not-in-family,White,Male,25,Iran,LessThan50K -22-30,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Unmarried,White,Female,60,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Sales,Own-child,Other,Female,32,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,Black,Female,36,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,Japan,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,78,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,45,Jamaica,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Other-relative,White,Female,40,El-Salvador,LessThan50K -22-30,Private,7th-8th,Separated,Other-service,Own-child,White,Male,60,Mexico,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Separated,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,25,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Mexico,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,44,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,White,Female,34,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,77,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,12,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,36,United-States,MoreThan50K ->50,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,66,Ecuador,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K ->50,Private,9th,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,80,?,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,?,12th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,37,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,39,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,9,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,48,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Male,48,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,11th,Divorced,Craft-repair,Own-child,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,99,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,30,?,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,33,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,30,?,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Unmarried,Other,Female,18-21,Peru,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,96,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,Greece,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Machine-op-inspct,Unmarried,Black,Female,7,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Craft-repair,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Private,Some-college,Separated,Other-service,Own-child,White,Female,39,United-States,LessThan50K ->50,Local-gov,7th-8th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,58,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,24,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,99,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,44,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Other,Male,60,India,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Separated,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,60,Greece,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,70,United-States,LessThan50K -<18,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,Mexico,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,90,Greece,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -<18,?,11th,Never-married,?,Not-in-family,Other,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,18-21,France,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,Poland,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,El-Salvador,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,12,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,Black,Male,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Prof-specialty,Own-child,Black,Male,35,United-States,LessThan50K -<18,Private,10th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,60,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,37,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Thailand,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,53,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-spouse-absent,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,80,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,16,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Male,48,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,96,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,94,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,12th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,Columbia,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,?,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Tech-support,Not-in-family,Black,Female,47,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Mexico,LessThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Wife,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Male,28,United-States,LessThan50K ->50,Federal-gov,12th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,55,Poland,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K ->50,?,9th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,48,?,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Peru,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,96,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Other,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,35,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,24,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,Hungary,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,52,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Sales,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,16,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,64,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,38,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Female,18-21,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,28,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,54,?,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Female,35,Iran,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,55,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Separated,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Other-relative,White,Male,36,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,18-21,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,France,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Separated,Adm-clerical,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,Other,Male,66,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Own-child,Other,Female,11,Mexico,LessThan50K ->50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Male,50,?,LessThan50K -<18,Private,9th,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,29,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Cuba,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,Puerto-Rico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,30,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Female,40,France,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,90,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,7,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,Other,Female,60,Jamaica,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,30,Nicaragua,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Federal-gov,12th,Never-married,Adm-clerical,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,11th,Divorced,?,Not-in-family,Black,Male,15,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,65,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Other-service,Not-in-family,White,Female,66,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,9th,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,Other,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,?,10th,Separated,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Mexico,MoreThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,El-Salvador,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,27,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -18-21,Federal-gov,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Cuba,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,Italy,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Other-relative,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Scotland,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Not-in-family,White,Male,18-21,El-Salvador,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Male,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Philippines,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Other-relative,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,46,?,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,45,?,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,99,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,8,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,5,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,24,Vietnam,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,White,Male,60,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,36,Mexico,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,18-21,Trinadad&Tobago,LessThan50K -22-30,Private,12th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Canada,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,57,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Sales,Unmarried,White,Female,7,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,England,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Separated,Tech-support,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Own-child,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,France,MoreThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Own-child,White,Female,16,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Sales,Not-in-family,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K ->50,Private,10th,Divorced,Farming-fishing,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,14,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Other-relative,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,96,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -31-50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Wife,White,Female,40,Italy,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Priv-house-serv,Other-relative,White,Female,30,El-Salvador,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,Black,Male,84,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Handlers-cleaners,Other-relative,White,Male,18-21,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Haiti,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,35,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,25,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,Canada,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,70,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Sales,Wife,Asian-Pac-Islander,Female,60,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,13,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Own-child,White,Female,80,United-States,LessThan50K -18-21,State-gov,Masters,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,35,Hong,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,8,?,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,16,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Philippines,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Japan,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Other-service,Unmarried,Other,Female,30,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,53,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,Black,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,50,South,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Other,Female,40,Puerto-Rico,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,40,Dominican-Republic,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,South,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,38,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Divorced,Transport-moving,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Other-relative,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,4,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Sales,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,England,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,28,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,16,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,73,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,53,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,60,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,86,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,29,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,99,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Hungary,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,40,South,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,27,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,11,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Priv-house-serv,Own-child,Black,Female,16,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,80,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,Germany,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,India,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,Germany,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Haiti,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Wife,White,Female,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Transport-moving,Not-in-family,Black,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Asian-Pac-Islander,Female,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,24,Jamaica,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Exec-managerial,Not-in-family,White,Female,84,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Iran,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Other-relative,White,Female,72,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,50,England,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,38,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Other,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Columbia,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,England,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,54,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,23,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,6,United-States,LessThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-AF-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Ecuador,MoreThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Germany,LessThan50K -22-30,?,12th,Married-civ-spouse,?,Husband,Black,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,12,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Iran,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Cuba,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Dominican-Republic,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,90,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,?,Assoc-acdm,Separated,?,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Laos,MoreThan50K ->50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,44,Philippines,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,12th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,18-21,Haiti,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,55,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Not-in-family,Asian-Pac-Islander,Female,75,Cambodia,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,Hungary,LessThan50K -22-30,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,35,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,37,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,Dominican-Republic,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,22,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,75,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Other-relative,Asian-Pac-Islander,Male,32,China,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Female,84,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,England,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,Ireland,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,England,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Tech-support,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,Black,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,86,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Male,52,?,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,3,Poland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-spouse-absent,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,7,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,England,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-spouse-absent,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,Germany,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,Black,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,Haiti,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,?,7th-8th,Divorced,?,Own-child,White,Male,84,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,Honduras,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,36,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,36,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,23,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Other,Male,60,United-States,MoreThan50K ->50,Private,Doctorate,Widowed,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,35,Hong,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Other,Male,40,Japan,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Other-service,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,75,Mexico,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,34,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,56,Mexico,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Other-relative,White,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,Other,Female,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Ecuador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Farming-fishing,Other-relative,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Prof-specialty,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,27,Taiwan,MoreThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,39,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,36,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,France,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,60,Thailand,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,35,Poland,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,?,10th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Other-relative,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,9th,Never-married,Sales,Own-child,White,Female,44,Portugal,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,84,Taiwan,MoreThan50K ->50,Private,Assoc-voc,Widowed,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,Yugoslavia,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,11th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,Jamaica,MoreThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Scotland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Male,62,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Separated,Priv-house-serv,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,38,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,17,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,99,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,12th,Separated,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,Philippines,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,11th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Divorced,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,33,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,22,Ecuador,LessThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,40,Jamaica,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,?,LessThan50K -22-30,Private,10th,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,China,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,24,Honduras,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,25,Peru,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Hong,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Male,40,Mexico,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,55,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,33,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,31,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Separated,?,Own-child,White,Female,56,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,77,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,42,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Unmarried,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,51,Cuba,LessThan50K -31-50,Local-gov,9th,Widowed,Handlers-cleaners,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,30,Haiti,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Not-in-family,White,Female,27,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Greece,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,44,Cuba,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Columbia,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Separated,Adm-clerical,Other-relative,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,?,9th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,39,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,63,Thailand,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Sales,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-spouse-absent,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,11th,Divorced,Transport-moving,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,88,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,?,Preschool,Never-married,?,Not-in-family,Black,Male,40,South,LessThan50K -31-50,Self-emp-not-inc,12th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,11th,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Female,70,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,25,United-States,LessThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Never-married,Prof-specialty,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-spouse-absent,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,State-gov,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,53,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Priv-house-serv,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,29,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,12,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,Black,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,Jamaica,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,45,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Married-spouse-absent,?,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,39,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,12,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Other-relative,White,Male,12,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Tech-support,Unmarried,White,Female,38,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,48,Trinadad&Tobago,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,Hungary,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,?,HS-grad,Never-married,?,Own-child,White,Male,14,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,?,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,Peru,LessThan50K -18-21,Self-emp-not-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Other-relative,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,66,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,Yugoslavia,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,7,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Craft-repair,Own-child,Other,Female,35,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,24,China,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,32,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Other,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Craft-repair,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,32,?,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Female,18-21,Laos,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Never-worked,7th-8th,Divorced,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,15,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Armed-Forces,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,?,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,64,?,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,52,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Poland,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,42,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,28,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Separated,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,10th,Never-married,?,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,Nicaragua,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,28,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Widowed,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Canada,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Sales,Unmarried,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,Canada,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,Black,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,Other,Female,40,?,LessThan50K -18-21,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,China,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,5th-6th,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,Italy,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,16,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,England,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,36,Haiti,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Divorced,Sales,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Cuba,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,5th-6th,Never-married,?,Not-in-family,White,Male,25,Mexico,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Widowed,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Priv-house-serv,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,?,LessThan50K ->50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,84,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,37,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,54,Dominican-Republic,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Female,35,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Mexico,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,Iran,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,Italy,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,33,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Germany,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Black,Male,70,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,46,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,23,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,11th,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,70,South,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,23,Iran,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,?,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Female,38,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Married-AF-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Other,Female,50,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,16,?,LessThan50K ->50,Private,1st-4th,Separated,Farming-fishing,Not-in-family,Black,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Masters,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,66,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Other-relative,Other,Male,50,Ecuador,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Widowed,?,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,26,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,?,11th,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,90,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,England,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,Yugoslavia,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Female,30,Haiti,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,11th,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,7,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Mexico,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,Canada,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,27,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Wife,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Other,Female,40,Dominican-Republic,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Protective-serv,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,35,England,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-spouse-absent,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,Nicaragua,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,60,India,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,52,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,28,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,?,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,1,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Poland,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,45,Scotland,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,9,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,9th,Widowed,Other-service,Not-in-family,White,Female,25,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Prof-specialty,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,48,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,30,India,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Widowed,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,Guatemala,LessThan50K ->50,?,Assoc-acdm,Widowed,?,Unmarried,White,Female,3,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,Germany,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,France,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,5,Vietnam,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,50,Peru,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,Black,Male,39,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,?,9th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,White,Male,64,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,33,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,30,Japan,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Own-child,White,Female,38,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Other,Male,70,Iran,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Female,18-21,Columbia,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,11th,Separated,Farming-fishing,Other-relative,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,63,South,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,25,Columbia,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Canada,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,Puerto-Rico,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,Ireland,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Japan,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,Black,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Sales,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,Asian-Pac-Islander,Female,30,Philippines,LessThan50K -22-30,Local-gov,Some-college,Separated,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Priv-house-serv,Other-relative,White,Male,99,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-voc,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,Canada,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Widowed,Prof-specialty,Unmarried,White,Female,40,Iran,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Own-child,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,16,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Adm-clerical,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,5,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,?,10th,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,?,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,5,Cuba,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Other,Male,45,United-States,LessThan50K -<18,Private,9th,Never-married,Farming-fishing,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,45,China,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,56,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Poland,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,Germany,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Black,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Widowed,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,30,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,9th,Widowed,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Doctorate,Separated,Priv-house-serv,Unmarried,White,Female,30,Nicaragua,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Not-in-family,Black,Male,35,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Scotland,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Handlers-cleaners,Unmarried,Black,Male,10,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Tech-support,Unmarried,White,Female,40,?,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,Italy,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,11th,Separated,Exec-managerial,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Separated,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,Italy,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,36,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,Canada,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,12,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,52,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,10,Poland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,85,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Puerto-Rico,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,8,Philippines,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,45,Laos,LessThan50K ->50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Columbia,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Black,Female,60,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,32,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Never-married,Farming-fishing,Other-relative,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,39,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,35,Germany,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Without-pay,7th-8th,Widowed,Farming-fishing,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,10,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,63,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,10,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,10,El-Salvador,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,90,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,33,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,43,Germany,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,10th,Divorced,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,75,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,51,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,?,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,6,Iran,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,18-21,El-Salvador,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,49,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,67,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,33,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,30,Japan,MoreThan50K -31-50,Private,Some-college,Widowed,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,Cuba,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Protective-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,Poland,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Married-civ-spouse,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Asian-Pac-Islander,Male,10,Vietnam,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,37,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Priv-house-serv,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,?,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,Black,Male,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,Other,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,50,England,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,80,Mexico,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Own-child,Other,Male,45,?,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,45,Portugal,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Male,54,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,43,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K ->50,?,Assoc-acdm,Separated,?,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,Puerto-Rico,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,Other,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Canada,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,90,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,White,Female,56,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,Germany,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,60,Poland,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,12th,Divorced,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,12th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,41,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,43,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,48,Mexico,LessThan50K -18-21,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,Puerto-Rico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,60,?,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,Jamaica,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,1,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,Black,Female,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,7,United-States,LessThan50K -31-50,?,Masters,Divorced,?,Own-child,White,Female,55,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,52,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,?,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,White,Female,65,Guatemala,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,France,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K ->50,Private,10th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,36,?,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Unmarried,White,Female,40,Nicaragua,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,42,?,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Other,Female,45,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Without-pay,Some-college,Married-civ-spouse,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,34,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Male,40,Portugal,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Priv-house-serv,Not-in-family,White,Female,26,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Masters,Never-married,Protective-serv,Not-in-family,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,65,United-States,MoreThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,36,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,?,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,35,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,37,?,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,35,Taiwan,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,Dominican-Republic,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,9th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Male,47,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,Germany,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Own-child,White,Female,38,United-States,LessThan50K ->50,Local-gov,10th,Divorced,Transport-moving,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,Black,Female,43,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Sales,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,29,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,India,LessThan50K ->50,Private,1st-4th,Divorced,Other-service,Unmarried,Black,Female,40,Dominican-Republic,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,50,Laos,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,63,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,?,5th-6th,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Unmarried,White,Male,51,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Poland,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,9th,Separated,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Iran,MoreThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Some-college,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,?,Doctorate,Never-married,?,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,Black,Male,40,Jamaica,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,70,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,White,Male,15,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Masters,Married-civ-spouse,?,Husband,White,Male,46,United-States,MoreThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,?,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Unmarried,Asian-Pac-Islander,Male,25,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,52,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,6,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,29,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,France,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,?,LessThan50K ->50,Private,7th-8th,Widowed,Farming-fishing,Other-relative,White,Female,45,Guatemala,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,Black,Female,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,98,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,38,?,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Other,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,42,China,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,99,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Other,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,47,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,24,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,10,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,23,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,7th-8th,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Cambodia,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Female,54,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,11th,Separated,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,72,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Germany,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,31,Cuba,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,Haiti,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,99,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,1st-4th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,53,Yugoslavia,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Farming-fishing,Unmarried,White,Female,6,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Male,75,Thailand,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,12th,Divorced,?,Not-in-family,White,Male,40,Canada,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,35,Taiwan,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Widowed,Sales,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Sales,Other-relative,White,Female,3,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,Greece,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Female,30,United-States,LessThan50K -<18,Local-gov,9th,Never-married,Other-service,Own-child,Black,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,31,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,Greece,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,7,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,35,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Italy,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,State-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,43,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,9th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,80,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,66,Yugoslavia,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,6,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Ireland,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,Germany,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,Ireland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,10,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Canada,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,50,South,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,7th-8th,Never-married,?,Not-in-family,White,Female,35,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,41,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,9th,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,Peru,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,4,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,52,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Other,Female,18-21,?,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,46,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,Masters,Separated,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Male,59,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,45,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Other,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Transport-moving,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,32,El-Salvador,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,1,Japan,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,Columbia,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,54,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Other-relative,Other,Male,58,Guatemala,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,4,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Yugoslavia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,29,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,?,LessThan50K -22-30,Private,Doctorate,Never-married,Craft-repair,Other-relative,Black,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,25,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,2,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,8,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,60,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Black,Male,40,England,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Divorced,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Prof-specialty,Not-in-family,White,Female,35,Italy,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,2,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,64,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Ireland,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Separated,Farming-fishing,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Male,10,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,24,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Farming-fishing,Own-child,White,Male,25,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,10th,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,62,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,37,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Thailand,MoreThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,31,Laos,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Prof-specialty,Own-child,White,Male,54,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,4,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,78,Thailand,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,Mexico,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,41,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,10th,Separated,Sales,Unmarried,White,Female,43,Italy,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,30,South,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Guatemala,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Hungary,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,Germany,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Portugal,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,52,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,72,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,37,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K -<18,Self-emp-inc,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,35,China,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,2,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Peru,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,25,Mexico,LessThan50K ->50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,81,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,18-21,Haiti,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Not-in-family,Black,Male,50,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,Canada,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,4,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,52,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-spouse-absent,Sales,Not-in-family,White,Male,60,?,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,62,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,42,Germany,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Germany,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,China,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,40,?,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,84,Vietnam,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Other-service,Husband,White,Male,28,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,35,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,26,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,Black,Male,40,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,10th,Separated,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Other-relative,White,Male,52,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,11th,Separated,?,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,Cambodia,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,48,South,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,England,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,5,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,25,Jamaica,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,10,China,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,15,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,38,Jamaica,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Separated,Priv-house-serv,Other-relative,White,Female,30,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Other-relative,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,28,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,7,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Trinadad&Tobago,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,Poland,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,68,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Other-relative,Black,Male,40,Trinadad&Tobago,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,30,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,6,South,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,Haiti,LessThan50K -<18,Self-emp-inc,11th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Female,46,Trinadad&Tobago,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,?,LessThan50K ->50,Federal-gov,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,State-gov,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Male,8,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,61,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,El-Salvador,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,36,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,White,Female,18-21,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,11th,Widowed,?,Unmarried,Black,Female,9,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,55,India,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Wife,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,Cambodia,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,10,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Tech-support,Wife,White,Female,23,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Priv-house-serv,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,10th,Married-spouse-absent,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,5th-6th,Divorced,Other-service,Not-in-family,White,Female,45,?,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Masters,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,99,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,30,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,1,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,Cuba,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Canada,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,12,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,Canada,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,29,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Preschool,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,23,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Male,60,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,1st-4th,Widowed,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,72,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,52,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,Trinadad&Tobago,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,?,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-AF-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Other,Male,40,India,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Unmarried,Other,Female,30,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,4,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,Amer-Indian-Eskimo,Male,43,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,30,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,30,India,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Black,Female,8,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,England,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Priv-house-serv,Own-child,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,Canada,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,43,Mexico,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,Canada,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,38,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Own-child,Black,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Prof-school,Divorced,Exec-managerial,Not-in-family,Black,Male,55,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,70,Cuba,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,27,El-Salvador,LessThan50K -22-30,?,10th,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Other-relative,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Preschool,Widowed,Craft-repair,Unmarried,Black,Male,10,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,26,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,Japan,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,Cuba,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Haiti,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Other,Male,24,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Own-child,Other,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,25,Ecuador,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Taiwan,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,38,?,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,43,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Masters,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Protective-serv,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,14,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Peru,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,36,Ireland,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Other,Male,56,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Other-relative,Other,Female,40,Ecuador,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,48,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,10,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,Black,Male,47,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,84,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,24,Guatemala,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,48,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,10,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,47,Cuba,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,?,9th,Never-married,?,Own-child,Black,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,49,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,7,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,Canada,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,Mexico,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,27,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,7,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,White,Female,36,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,Germany,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,22,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,15,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,13,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Transport-moving,Own-child,White,Male,10,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,India,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,53,?,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,27,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Other,Female,45,Mexico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,11,Taiwan,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,80,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Other-relative,White,Female,18-21,Cuba,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,Black,Male,40,Cambodia,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,40,Scotland,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-AF-spouse,?,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,11th,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,60,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,77,Vietnam,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,13,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,63,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,33,?,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Federal-gov,9th,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,30,Vietnam,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,15,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,?,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,85,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,38,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Iran,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,32,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,El-Salvador,MoreThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,12,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,3,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,42,United-States,MoreThan50K -<18,State-gov,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Mexico,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,72,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Sales,Own-child,White,Female,26,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,35,Dominican-Republic,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,38,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Other-relative,White,Male,45,Dominican-Republic,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,60,?,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,43,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,France,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,66,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,Other,Male,40,France,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Masters,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,MoreThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Prof-school,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-inc,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Tech-support,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,?,10th,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Unmarried,Asian-Pac-Islander,Male,47,Iran,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,12th,Widowed,Adm-clerical,Unmarried,White,Female,37,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,62,United-States,LessThan50K -31-50,Private,11th,Separated,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Priv-house-serv,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Assoc-voc,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,Canada,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,10,Dominican-Republic,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Male,15,?,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,8,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Sales,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Other,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Own-child,White,Female,72,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,?,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,?,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Black,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,52,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Unmarried,White,Male,77,Mexico,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,Black,Female,55,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Asian-Pac-Islander,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,Peru,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Never-married,Sales,Not-in-family,White,Male,43,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,47,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,18-21,South,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Priv-house-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,55,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Germany,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,32,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Male,60,?,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,52,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,9th,Separated,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Self-emp-not-inc,10th,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,England,MoreThan50K ->50,?,Bachelors,Married-spouse-absent,?,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,49,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,53,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,Japan,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Other-service,Own-child,Black,Female,38,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,80,Italy,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,?,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,36,Mexico,LessThan50K -31-50,State-gov,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Separated,Priv-house-serv,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,?,MoreThan50K ->50,Without-pay,Some-college,Married-spouse-absent,Farming-fishing,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Widowed,Exec-managerial,Not-in-family,White,Male,6,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Own-child,White,Male,10,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Nicaragua,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,18-21,Germany,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,MoreThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,26,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,84,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,60,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,10th,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Iran,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Local-gov,9th,Widowed,Other-service,Not-in-family,White,Female,45,Cuba,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,38,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,5th-6th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,England,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Other,Male,50,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,48,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,Other,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,?,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Other-relative,Asian-Pac-Islander,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Germany,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Own-child,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Italy,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,7,England,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,35,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Separated,Tech-support,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,58,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,38,Dominican-Republic,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,11,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,26,India,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,France,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,Black,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,Black,Male,8,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,56,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Federal-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,25,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Other,Female,25,Ecuador,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Other-relative,White,Male,28,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,7th-8th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,12,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,?,9th,Widowed,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Own-child,White,Male,25,Columbia,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,50,Germany,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Transport-moving,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Male,63,South,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,49,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Other-service,Own-child,White,Male,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Not-in-family,Other,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,39,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,24,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,?,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,42,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Other,Female,32,Nicaragua,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Wife,White,Female,35,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,Jamaica,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,India,LessThan50K -31-50,State-gov,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,28,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Adm-clerical,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,57,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Other,Female,40,?,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,46,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Amer-Indian-Eskimo,Female,78,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,14,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,51,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Sales,Own-child,White,Male,30,Mexico,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,State-gov,Preschool,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Guatemala,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Other-relative,White,Male,18-21,Guatemala,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,99,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Italy,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,1,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,44,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Unmarried,Black,Female,12,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,47,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Other,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,48,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,74,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,48,China,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,22,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Transport-moving,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Japan,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,52,Japan,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,40,Yugoslavia,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,27,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Honduras,LessThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,35,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,12th,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Female,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,12th,Separated,?,Not-in-family,White,Female,36,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,45,Taiwan,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,63,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,Columbia,MoreThan50K ->50,Private,5th-6th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Own-child,Black,Female,14,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Other-relative,White,Female,26,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,84,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,37,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,Honduras,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Own-child,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,52,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Unmarried,Black,Female,58,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,12th,Never-married,Protective-serv,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Female,24,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Prof-school,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Peru,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,35,China,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,2,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Female,18-21,?,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,32,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,35,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,35,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,26,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Separated,Craft-repair,Not-in-family,Other,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,16,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,5,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,26,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Nicaragua,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,South,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,99,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,England,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Other-service,Other-relative,White,Female,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,France,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,Yugoslavia,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,66,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,35,Philippines,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K ->50,?,9th,Widowed,?,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,47,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,36,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,15,?,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,9th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,60,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,66,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,12,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,Canada,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,10th,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Separated,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Married-AF-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,Greece,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Iran,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,16,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,10,Canada,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Local-gov,12th,Widowed,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,55,?,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,80,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,?,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,Other,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,7,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Guatemala,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,5,United-States,LessThan50K ->50,?,Some-college,Married-spouse-absent,?,Not-in-family,White,Male,3,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Black,Male,35,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,Black,Female,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Cuba,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,16,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,Masters,Divorced,?,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,4,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,43,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,27,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Female,2,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Priv-house-serv,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,?,Some-college,Divorced,?,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,30,Jamaica,LessThan50K -31-50,?,HS-grad,Widowed,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Handlers-cleaners,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Black,Female,35,United-States,LessThan50K ->50,State-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,Honduras,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Tech-support,Not-in-family,White,Female,12,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,75,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Divorced,Other-service,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K ->50,?,1st-4th,Married-spouse-absent,?,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Other-relative,Black,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Other,Male,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,60,Jamaica,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Portugal,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,Portugal,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,Poland,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,11th,Separated,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,Italy,MoreThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,67,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,35,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Separated,Sales,Unmarried,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,White,Female,28,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Wife,White,Female,45,Italy,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,El-Salvador,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,MoreThan50K -18-21,Never-worked,Some-college,Never-married,?,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Masters,Married-spouse-absent,Sales,Not-in-family,White,Female,80,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Divorced,?,Not-in-family,White,Male,5,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Hong,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Male,5,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,1st-4th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,Yugoslavia,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,Black,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,35,England,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -<18,Local-gov,12th,Never-married,Adm-clerical,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,51,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Farming-fishing,Other-relative,Other,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,Iran,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,60,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,?,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,45,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,60,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,France,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,?,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,35,China,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Unmarried,White,Female,40,Greece,LessThan50K -22-30,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,64,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,?,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,54,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,Other,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Tech-support,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,39,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Priv-house-serv,Not-in-family,White,Female,15,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K -18-21,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,Guatemala,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Yugoslavia,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,Canada,LessThan50K ->50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,32,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Male,17,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,?,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,25,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,32,El-Salvador,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Exec-managerial,Own-child,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,8,Guatemala,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Other,Male,49,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,78,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,6,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,68,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,28,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,49,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,38,?,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,72,?,LessThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,25,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,44,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Sales,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,30,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Taiwan,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,Hong,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Other-service,Own-child,Other,Male,35,Dominican-Republic,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Female,25,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,11,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,36,?,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,50,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,13,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Canada,MoreThan50K -<18,Private,7th-8th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,33,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Farming-fishing,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,30,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Portugal,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Unmarried,Black,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Masters,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,24,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Female,40,Ecuador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,40,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,58,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,52,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Unmarried,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-inc,Assoc-voc,Widowed,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,45,South,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Male,53,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,18-21,China,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,12,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,44,United-States,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,25,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Own-child,White,Female,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,Japan,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Other-relative,White,Male,24,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,Haiti,LessThan50K ->50,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,30,Philippines,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K ->50,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,45,Jamaica,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,Black,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Black,Male,38,Jamaica,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,14,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,Black,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,75,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Widowed,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,36,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,Jamaica,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,13,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K ->50,State-gov,10th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,70,Italy,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,11th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,18-21,Columbia,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Unmarried,White,Male,60,?,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,32,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,37,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,Poland,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,25,Nicaragua,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,29,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,36,Jamaica,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,Dominican-Republic,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,88,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,41,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,24,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Own-child,White,Female,50,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -31-50,State-gov,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Own-child,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Female,25,Ecuador,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,75,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Local-gov,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,78,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Other-relative,White,Female,36,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Italy,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Ireland,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Germany,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,11th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,50,Trinadad&Tobago,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,Iran,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,1,Vietnam,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,Black,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,Black,Male,40,?,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Own-child,Black,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,99,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Dominican-Republic,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,13,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Vietnam,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,16,Jamaica,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,55,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,45,China,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,England,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Widowed,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,40,Nicaragua,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Other,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,8,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Not-in-family,White,Male,5,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,25,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,8,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,Hungary,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,72,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,16,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,26,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Separated,Machine-op-inspct,Own-child,White,Female,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,84,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Cuba,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,45,?,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,50,Cuba,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,38,China,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,50,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Unmarried,Black,Female,6,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,England,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,25,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,24,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,Canada,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Other-relative,White,Female,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,41,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,White,Female,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,England,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,18-21,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,47,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,72,Canada,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,Canada,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,25,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,?,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,45,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,6,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,France,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,Other,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,10,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,?,Some-college,Married-AF-spouse,?,Husband,Black,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Black,Female,38,Germany,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Ireland,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,17,Honduras,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,Puerto-Rico,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,Mexico,MoreThan50K -22-30,State-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,Asian-Pac-Islander,Female,24,Germany,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,28,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,70,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,55,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,Italy,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Sales,Other-relative,White,Female,32,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,12th,Divorced,?,Not-in-family,White,Female,40,Canada,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,El-Salvador,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,52,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,31,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Assoc-acdm,Married-AF-spouse,?,Wife,White,Female,3,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Priv-house-serv,Own-child,White,Female,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,Cuba,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,53,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,El-Salvador,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,11,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,2,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Puerto-Rico,LessThan50K -<18,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Divorced,Prof-specialty,Unmarried,Black,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Female,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -18-21,Private,9th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Columbia,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,27,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,16,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,10,Poland,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Unmarried,White,Female,2,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,68,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Sales,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,17,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,58,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,18-21,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,50,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,35,Mexico,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Scotland,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -22-30,Local-gov,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,9th,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Black,Male,40,England,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,86,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,Columbia,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,12th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Other,Male,43,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,?,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Other-relative,White,Male,30,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Priv-house-serv,Unmarried,Black,Female,4,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Other-relative,White,Female,16,Poland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,65,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,24,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,37,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,38,El-Salvador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,10th,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,41,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Widowed,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,37,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Female,34,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,17,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,85,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,?,10th,Married-spouse-absent,?,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,55,Italy,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,52,Dominican-Republic,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Doctorate,Married-spouse-absent,Tech-support,Not-in-family,White,Male,18-21,?,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,72,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Sales,Own-child,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,50,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,10,India,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,Black,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,37,United-States,LessThan50K -22-30,Private,10th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,Other,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,State-gov,12th,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Unmarried,White,Female,12,Poland,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,48,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,38,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,30,Mexico,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,Peru,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,Black,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,48,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,El-Salvador,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Hungary,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,Asian-Pac-Islander,Male,4,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,Taiwan,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,11,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,39,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,16,Yugoslavia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Unmarried,White,Female,53,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,33,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,7,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,34,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Private,Masters,Separated,Exec-managerial,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,64,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,39,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,Philippines,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,England,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,47,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,Honduras,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,Black,Female,40,Haiti,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Male,30,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,25,China,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Prof-specialty,Unmarried,White,Female,18-21,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K ->50,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,43,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Other-relative,Black,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,27,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,12,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Priv-house-serv,Not-in-family,White,Female,12,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Mexico,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,72,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,48,Mexico,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Priv-house-serv,Wife,Other,Female,40,Dominican-Republic,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Germany,MoreThan50K -31-50,State-gov,Assoc-voc,Married-spouse-absent,Protective-serv,Own-child,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,42,Japan,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,52,Dominican-Republic,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,9th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,4,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Other-relative,Black,Male,65,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,50,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,43,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Separated,Tech-support,Not-in-family,White,Male,50,Columbia,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,Portugal,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,White,Female,25,El-Salvador,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,Canada,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,48,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,Yugoslavia,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,Guatemala,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,48,?,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Hungary,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Canada,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,56,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,36,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Farming-fishing,Not-in-family,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,Thailand,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,El-Salvador,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Greece,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Canada,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,53,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Adm-clerical,Not-in-family,White,Female,33,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,65,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Other,Female,46,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,England,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,Ireland,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,77,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,State-gov,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,23,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Unmarried,Black,Female,40,Scotland,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,Peru,LessThan50K ->50,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,25,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Own-child,White,Male,40,?,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,England,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Sales,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,5th-6th,Divorced,Other-service,Unmarried,Other,Female,18-21,Honduras,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,45,Mexico,LessThan50K -31-50,Local-gov,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,11th,Separated,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,50,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,24,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,95,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,Assoc-voc,Married-spouse-absent,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,33,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,1st-4th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,35,Puerto-Rico,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Other,Male,40,Puerto-Rico,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,Italy,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,35,?,MoreThan50K ->50,Self-emp-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,55,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,India,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Prof-specialty,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Ecuador,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,28,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,38,Puerto-Rico,LessThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Priv-house-serv,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-AF-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,34,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,38,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,?,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,Honduras,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,25,Philippines,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Poland,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,32,Jamaica,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,10th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,40,Honduras,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,?,9th,Separated,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Male,60,South,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,Guatemala,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Philippines,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Own-child,White,Male,75,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,Dominican-Republic,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,Black,Female,40,Honduras,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,9,United-States,LessThan50K ->50,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,10th,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,11th,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,35,Poland,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Cuba,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,6,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,55,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,?,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Farming-fishing,Other-relative,White,Male,36,El-Salvador,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,13,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,State-gov,12th,Never-married,Transport-moving,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Separated,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,Hong,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,49,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,2,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Not-in-family,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,40,Ecuador,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Other-relative,Other,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Protective-serv,Own-child,White,Female,30,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Other,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,6,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Local-gov,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,1,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,England,LessThan50K -31-50,Private,1st-4th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,61,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,12th,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,10,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Separated,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Local-gov,12th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,65,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,37,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Cuba,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,2,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Other,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,11th,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,28,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,28,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Farming-fishing,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Separated,Other-service,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Black,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,56,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,72,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Own-child,Other,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Craft-repair,Wife,Black,Female,42,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,60,Portugal,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,50,Italy,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,66,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,44,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,15,Germany,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Separated,Exec-managerial,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,99,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,32,China,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Male,49,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,Black,Male,6,England,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,35,Jamaica,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Other-relative,Black,Male,39,Haiti,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,Vietnam,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,13,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,Cuba,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,31,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,3,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,38,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,?,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,32,Mexico,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,36,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,53,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Local-gov,Assoc-acdm,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Japan,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,30,Jamaica,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,25,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,30,Hong,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,?,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Priv-house-serv,Unmarried,Other,Female,35,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Canada,LessThan50K ->50,State-gov,Doctorate,Widowed,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,27,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,35,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,56,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,8,India,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,60,South,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,Black,Male,22,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,6,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,Other,Male,49,Dominican-Republic,LessThan50K -<18,Private,9th,Never-married,Sales,Other-relative,Other,Female,32,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,12th,Never-married,Adm-clerical,Not-in-family,Black,Male,40,Haiti,LessThan50K ->50,Private,9th,Divorced,Priv-house-serv,Not-in-family,Black,Female,6,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,35,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,76,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,9th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,Black,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,Black,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Wife,Other,Female,48,Guatemala,LessThan50K ->50,Private,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,14,Canada,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,15,Haiti,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,Black,Male,40,Cuba,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,36,China,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,9,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,30,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,10,China,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,25,United-States,LessThan50K -22-30,State-gov,10th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -<18,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Separated,Exec-managerial,Not-in-family,White,Male,25,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Other,Male,45,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,5th-6th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,China,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,England,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Unmarried,Other,Male,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,12th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,84,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -<18,?,11th,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,2,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,?,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Asian-Pac-Islander,Female,6,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Jamaica,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,45,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -<18,Self-emp-inc,9th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,France,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Priv-house-serv,Other-relative,White,Female,40,?,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,22,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,59,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Unmarried,White,Male,30,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Other-service,Own-child,White,Female,11,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Widowed,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Unmarried,White,Female,14,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Craft-repair,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,17,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,England,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Own-child,White,Female,45,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Sales,Other-relative,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Separated,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Not-in-family,White,Female,10,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,60,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,Black,Male,36,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Other-relative,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,9,England,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Other-relative,Other,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,1st-4th,Widowed,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,Germany,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K ->50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,Nicaragua,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,18-21,?,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,32,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Separated,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Farming-fishing,Unmarried,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Male,50,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,91,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,?,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,Italy,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Preschool,Never-married,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,48,Philippines,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,Other,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,32,Haiti,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Never-worked,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,12th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,?,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,Other,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,Other,Female,35,Puerto-Rico,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,33,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,55,?,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Other,Male,40,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,9th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,30,Honduras,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,Peru,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Transport-moving,Unmarried,Black,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,55,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Iran,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,90,South,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Greece,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,9th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,1st-4th,Married-civ-spouse,Other-service,Other-relative,White,Male,40,England,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,Dominican-Republic,LessThan50K -<18,Private,10th,Married-spouse-absent,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,38,United-States,MoreThan50K ->50,?,11th,Widowed,?,Other-relative,White,Female,16,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Puerto-Rico,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,10th,Widowed,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,62,England,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,White,Male,40,Ireland,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Other-service,Other-relative,White,Female,18-21,Mexico,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,12,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,41,China,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Poland,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Exec-managerial,Not-in-family,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,11th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,27,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,48,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Ecuador,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,44,United-States,MoreThan50K -22-30,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,34,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,39,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Sales,Own-child,Black,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Male,22,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,52,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,35,Germany,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Jamaica,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Female,60,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Wife,Asian-Pac-Islander,Female,37,Philippines,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Machine-op-inspct,Not-in-family,White,Female,45,Poland,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Transport-moving,Husband,White,Male,5,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,?,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Separated,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Other-service,Not-in-family,Black,Female,40,Trinadad&Tobago,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,45,?,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Other,Female,40,Columbia,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,63,?,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Other,Male,24,Peru,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,84,Japan,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,Puerto-Rico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Mexico,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Other,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,5,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,Philippines,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,White,Male,66,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,29,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,38,Jamaica,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Male,10,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,59,Canada,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,40,Honduras,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Never-worked,11th,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,25,India,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,10th,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Peru,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,13,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,Germany,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,Ecuador,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Other-service,Unmarried,White,Female,13,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,30,England,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,77,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,90,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Italy,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,Black,Male,40,Haiti,LessThan50K -22-30,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,11th,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Unmarried,Other,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Own-child,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,England,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,32,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,40,France,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,12th,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,25,Nicaragua,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,11th,Widowed,Other-service,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Adm-clerical,Not-in-family,White,Female,35,Cuba,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Wife,White,Female,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Portugal,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,Canada,LessThan50K -22-30,State-gov,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Female,40,Vietnam,LessThan50K ->50,Private,9th,Widowed,Exec-managerial,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,52,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Protective-serv,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,Black,Female,18-21,Haiti,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,35,United-States,LessThan50K -18-21,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Not-in-family,Black,Female,47,Jamaica,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Other-relative,White,Female,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,53,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,1st-4th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Other-relative,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,13,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Yugoslavia,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Other-relative,Black,Female,60,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Black,Female,28,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,?,10th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,49,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,Hungary,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,England,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Ecuador,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Female,37,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,Puerto-Rico,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,50,Taiwan,LessThan50K -18-21,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,Black,Female,50,Jamaica,MoreThan50K -22-30,State-gov,Assoc-voc,Married-AF-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,28,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Hungary,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,Germany,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Other-relative,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,14,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Canada,MoreThan50K ->50,State-gov,HS-grad,Widowed,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Other,Male,40,?,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,White,Male,30,Poland,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,16,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,Canada,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Prof-school,Divorced,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Machine-op-inspct,Not-in-family,Black,Male,39,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,85,United-States,MoreThan50K ->50,Private,11th,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,38,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Priv-house-serv,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,18-21,Vietnam,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,54,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-spouse-absent,Sales,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Unmarried,White,Male,30,Columbia,LessThan50K ->50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,49,Haiti,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,10th,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,Germany,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,12th,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,10th,Separated,Exec-managerial,Unmarried,White,Female,15,Ecuador,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,3,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,48,South,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Ecuador,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,Germany,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,84,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,12,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,96,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Male,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,1st-4th,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -22-30,Private,Preschool,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,Black,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,99,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,57,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Columbia,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,10th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Not-in-family,Asian-Pac-Islander,Male,60,Japan,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Never-married,Craft-repair,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,?,MoreThan50K -22-30,Private,7th-8th,Separated,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Local-gov,Assoc-voc,Separated,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Cuba,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,65,Greece,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Sales,Wife,White,Female,70,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,?,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,Canada,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,25,?,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,?,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Italy,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,Portugal,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,Ireland,LessThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,55,Mexico,LessThan50K -22-30,State-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,48,Mexico,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,50,Thailand,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Sales,Unmarried,Black,Female,30,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Own-child,White,Female,25,?,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Wife,White,Female,45,Germany,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Own-child,Other,Female,22,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,Trinadad&Tobago,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Married-spouse-absent,Other-service,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,16,Japan,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,70,United-States,MoreThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Priv-house-serv,Wife,White,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -22-30,Private,11th,Separated,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,44,Philippines,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Own-child,Black,Female,18-21,Jamaica,LessThan50K -18-21,Private,9th,Never-married,Exec-managerial,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,45,India,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,70,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,Black,Female,36,Jamaica,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,16,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,MoreThan50K -31-50,Private,11th,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,36,United-States,LessThan50K -22-30,?,Assoc-voc,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,16,United-States,LessThan50K ->50,Private,10th,Divorced,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Male,25,El-Salvador,LessThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,12,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,80,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Wife,White,Female,15,Germany,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,Mexico,MoreThan50K ->50,Private,Bachelors,Widowed,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Other,Male,38,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Germany,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Female,25,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,41,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,6,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Other,Male,48,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Japan,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,59,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,Black,Male,2,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,60,England,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Priv-house-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,Cuba,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,12,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,Black,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,9th,Never-married,?,Own-child,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Japan,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,48,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,42,France,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Black,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,25,Germany,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,17,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,35,Japan,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Other-relative,White,Male,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Female,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Without-pay,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Divorced,Craft-repair,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,18-21,Iran,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Female,35,El-Salvador,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Other-relative,Other,Male,48,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,84,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,32,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,Ecuador,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,50,?,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Ireland,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Priv-house-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,45,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,30,Jamaica,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,10th,Separated,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,40,Cuba,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Greece,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,?,11th,Separated,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,15,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Female,50,Haiti,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,1st-4th,Never-married,?,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,12th,Divorced,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Other-service,Other-relative,Black,Female,40,Haiti,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,12th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,Peru,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,?,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Never-worked,HS-grad,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,El-Salvador,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Prof-school,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-AF-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Dominican-Republic,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,35,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,65,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Other,Male,25,Columbia,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,52,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Divorced,?,Not-in-family,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,54,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Columbia,LessThan50K -31-50,State-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Prof-school,Never-married,?,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,24,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Hong,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Portugal,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,48,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Italy,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,?,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,80,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Other,Male,50,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,17,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Male,2,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,90,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,38,?,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,59,?,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,Scotland,LessThan50K -31-50,?,12th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Mexico,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,9,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,Cuba,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Holand-Netherlands,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,25,?,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Peru,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,13,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,Portugal,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,England,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,70,Jamaica,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,22,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,Other,Male,84,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Poland,LessThan50K -18-21,Private,9th,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Other-relative,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Italy,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Female,50,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K ->50,?,10th,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,7,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,36,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,15,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,5,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,England,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,45,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Male,32,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Craft-repair,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,70,Iran,LessThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,40,France,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Germany,MoreThan50K -22-30,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,England,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,34,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,Canada,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,70,Iran,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K ->50,?,Some-college,Separated,?,Other-relative,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,Italy,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,47,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,White,Male,16,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,15,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,45,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Widowed,Craft-repair,Unmarried,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,Germany,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,62,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,9th,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Assoc-acdm,Widowed,Other-service,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,40,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,62,Canada,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,12,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,Other,Female,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,10th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,Ireland,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Priv-house-serv,Wife,White,Female,18-21,United-States,MoreThan50K -<18,Private,11th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Ireland,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -18-21,Private,10th,Separated,Sales,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,96,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Other,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,Canada,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,Taiwan,LessThan50K ->50,Private,11th,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,52,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,27,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Germany,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,25,Thailand,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,37,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,38,Mexico,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,99,United-States,MoreThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,62,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,43,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Male,40,Dominican-Republic,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,MoreThan50K -18-21,Private,Bachelors,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,12th,Never-married,Sales,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,35,Laos,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,75,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Wife,Other,Female,48,?,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Tech-support,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Other-relative,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Cuba,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Other,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K -18-21,Local-gov,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,3,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,58,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,4,Mexico,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,36,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Transport-moving,Unmarried,Other,Male,18-21,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,MoreThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,28,Haiti,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,Jamaica,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Priv-house-serv,Not-in-family,Other,Female,35,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,3,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,10,Canada,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Other-relative,White,Female,8,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,58,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,80,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Not-in-family,White,Female,25,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,State-gov,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,Portugal,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,10,China,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,60,Iran,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,England,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,Hungary,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Armed-Forces,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,35,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,Greece,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Self-emp-inc,10th,Never-married,Other-service,Own-child,White,Male,4,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,Black,Female,40,Jamaica,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Bachelors,Never-married,?,Own-child,Black,Female,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Hong,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,9th,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,30,China,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,?,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,14,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Other-service,Not-in-family,White,Male,60,?,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Other,Female,40,India,MoreThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,46,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,50,Germany,MoreThan50K -22-30,Private,Masters,Never-married,Tech-support,Other-relative,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,41,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,France,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Male,30,Hong,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K ->50,?,1st-4th,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Wife,Black,Female,75,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Unmarried,Black,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Farming-fishing,Other-relative,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,48,Taiwan,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Ecuador,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,State-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Canada,MoreThan50K -22-30,?,10th,Separated,?,Other-relative,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,36,Poland,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,12th,Separated,?,Unmarried,Black,Female,53,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,45,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Wife,White,Female,15,Mexico,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Female,35,Jamaica,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Female,42,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Female,25,United-States,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,39,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,Germany,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,77,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,Jamaica,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ireland,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K -22-30,Private,Some-college,Married-AF-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,46,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,49,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K ->50,State-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,18-21,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,56,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,53,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Other-relative,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,India,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Separated,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,?,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,10th,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Priv-house-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Male,72,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Handlers-cleaners,Unmarried,White,Male,40,Peru,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,65,?,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,5,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Male,48,Germany,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,23,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Portugal,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Honduras,MoreThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Widowed,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,England,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Never-married,?,Own-child,Asian-Pac-Islander,Male,80,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Priv-house-serv,Unmarried,White,Female,35,Nicaragua,LessThan50K -<18,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Own-child,White,Female,28,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,80,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,70,South,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,?,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,13,?,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,80,France,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,7,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Unmarried,White,Female,17,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Other-service,Unmarried,Black,Male,25,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,Germany,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,3,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,England,MoreThan50K ->50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Widowed,Sales,Own-child,Black,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Male,36,United-States,MoreThan50K -22-30,?,Assoc-voc,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-voc,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Taiwan,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,34,Germany,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-spouse-absent,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,47,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,Peru,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,90,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,35,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,16,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,28,?,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Prof-specialty,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,22,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,9,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,33,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Taiwan,MoreThan50K ->50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,37,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,45,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,Black,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Yugoslavia,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,38,United-States,MoreThan50K ->50,Private,Masters,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Handlers-cleaners,Other-relative,Black,Male,37,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,38,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,5th-6th,Divorced,Other-service,Not-in-family,White,Male,37,Cuba,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,48,South,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Thailand,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-AF-spouse,Craft-repair,Husband,White,Male,28,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,9th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,32,Philippines,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,16,Mexico,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,44,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Other-relative,Black,Female,45,Haiti,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,12,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Priv-house-serv,Not-in-family,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,25,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,10,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,India,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Sales,Unmarried,Black,Female,40,Haiti,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,64,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,45,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Not-in-family,White,Male,4,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,22,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Other-service,Own-child,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Divorced,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Male,36,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,Greece,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Sales,Not-in-family,White,Male,90,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Other-relative,Black,Male,35,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,70,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,6,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,England,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Male,65,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Married-civ-spouse,Sales,Other-relative,White,Female,50,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Male,64,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,35,Haiti,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,49,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,31,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,El-Salvador,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Other-relative,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,Portugal,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,55,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Other,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,?,9th,Married-civ-spouse,?,Husband,White,Male,10,Mexico,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,Portugal,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,84,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,44,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,England,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Female,40,Greece,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Own-child,White,Male,53,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,16,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,?,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,Black,Male,42,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,45,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Never-married,?,Unmarried,White,Female,45,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,Black,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Mexico,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,22,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,9th,Never-married,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Scotland,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,85,England,MoreThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Male,50,Mexico,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Japan,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,11th,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,56,United-States,MoreThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,43,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,7th-8th,Married-spouse-absent,?,Not-in-family,White,Female,35,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -18-21,?,7th-8th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,97,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Self-emp-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-spouse-absent,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,12th,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -22-30,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,France,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Other-relative,White,Female,35,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,64,Philippines,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,Iran,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Separated,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,7,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Female,18-21,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,39,Cuba,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,44,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,63,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,15,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,Ecuador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,Japan,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Black,Female,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,26,?,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,7,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,9,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Protective-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,25,Ecuador,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,48,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Greece,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,38,Jamaica,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,17,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,Assoc-voc,Separated,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,36,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,Iran,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,Italy,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,17,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Not-in-family,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,?,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,Germany,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,48,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,50,Japan,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Farming-fishing,Not-in-family,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Male,26,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,33,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,15,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,13,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Sales,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,Other,Male,40,?,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,15,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,12,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,12th,Married-civ-spouse,Sales,Husband,Other,Male,98,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,Black,Female,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Female,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,9th,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Unmarried,White,Female,48,El-Salvador,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,50,Puerto-Rico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,4,Greece,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,Mexico,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Widowed,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,Ireland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,16,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Black,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Other-service,Other-relative,White,Female,99,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,48,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Female,11,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,Poland,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,12th,Widowed,Handlers-cleaners,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,9,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Unmarried,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Tech-support,Unmarried,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,India,MoreThan50K -22-30,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,MoreThan50K ->50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,Columbia,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Widowed,Transport-moving,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,30,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,49,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,11th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,53,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,11th,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,36,United-States,MoreThan50K -18-21,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Greece,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Male,90,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,42,India,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-spouse-absent,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,54,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Widowed,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,42,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,24,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,72,Philippines,MoreThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Japan,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Other,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,48,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,15,Haiti,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,11th,Never-married,Priv-house-serv,Not-in-family,White,Female,75,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,France,MoreThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -18-21,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Iran,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Germany,MoreThan50K -31-50,?,12th,Divorced,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,31,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,England,LessThan50K -<18,Private,7th-8th,Never-married,Farming-fishing,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,45,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,?,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Female,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,64,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,11th,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Other-service,Other-relative,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Widowed,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,England,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,38,Peru,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K ->50,Federal-gov,Bachelors,Separated,Other-service,Unmarried,White,Female,72,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Cuba,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Armed-Forces,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,58,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,England,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -<18,Federal-gov,11th,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,England,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,10th,Never-married,Craft-repair,Own-child,White,Male,40,England,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,50,Puerto-Rico,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,42,United-States,LessThan50K ->50,Private,9th,Widowed,Craft-repair,Not-in-family,White,Male,10,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,37,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,Other,Female,30,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,?,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,35,Columbia,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,?,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,10th,Never-married,Craft-repair,Unmarried,Black,Male,65,Haiti,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,Japan,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,35,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,7,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,37,India,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Machine-op-inspct,Own-child,Other,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,32,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,10,United-States,LessThan50K ->50,State-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,42,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,47,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Other,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,32,United-States,LessThan50K ->50,Private,11th,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,36,Vietnam,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,10,Jamaica,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Other,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Separated,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Cuba,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Yugoslavia,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,?,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Greece,MoreThan50K ->50,Self-emp-inc,9th,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,Ireland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,?,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-AF-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,75,Thailand,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Local-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Portugal,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,6,United-States,LessThan50K ->50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,?,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,66,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,39,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,40,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,?,10th,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,28,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Separated,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,66,?,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,1,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,Other,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,34,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,55,Ecuador,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,30,United-States,LessThan50K ->50,?,12th,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,38,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,?,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Prof-specialty,Husband,Other,Male,30,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,22,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Other-service,Unmarried,White,Female,45,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,84,India,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Machine-op-inspct,Not-in-family,White,Female,34,Ecuador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,33,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,5,?,LessThan50K -22-30,?,7th-8th,Widowed,?,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Other,Male,14,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,75,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Other,Female,50,?,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,33,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Priv-house-serv,Unmarried,White,Female,30,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,Cuba,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Ecuador,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,61,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Peru,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,44,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,23,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Never-married,Sales,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,?,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Cuba,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,Poland,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Other,Male,18-21,Puerto-Rico,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,41,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Other-relative,White,Female,45,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Japan,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,23,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Federal-gov,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,37,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,22,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,51,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,Canada,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,52,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,33,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,Ecuador,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Black,Female,54,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,Portugal,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Scotland,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,?,HS-grad,Separated,?,Not-in-family,Black,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Divorced,Other-service,Unmarried,White,Female,35,Mexico,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,72,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,30,Japan,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,53,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,5th-6th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,48,England,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,42,Cambodia,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,63,Canada,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,10th,Widowed,?,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,24,Poland,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,Mexico,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Exec-managerial,Own-child,Asian-Pac-Islander,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,State-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,?,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -31-50,Private,11th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Other,Female,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,12,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,White,Female,30,Mexico,LessThan50K -22-30,Private,Assoc-voc,Separated,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Male,24,India,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Other-relative,Black,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,2,Italy,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Protective-serv,Own-child,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,23,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,62,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,White,Female,56,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,23,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,35,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,Jamaica,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Widowed,Other-service,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Sales,Unmarried,White,Female,42,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Portugal,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,Philippines,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,25,South,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -18-21,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -22-30,Federal-gov,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-AF-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,24,Italy,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,45,?,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Italy,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,Haiti,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,England,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,10th,Divorced,?,Unmarried,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,70,United-States,LessThan50K -18-21,Self-emp-inc,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,State-gov,1st-4th,Married-civ-spouse,Farming-fishing,Husband,Other,Male,45,Columbia,LessThan50K -31-50,Private,1st-4th,Divorced,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,Columbia,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,France,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,Yugoslavia,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,92,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,48,?,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,80,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,53,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Female,11,Nicaragua,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,Cuba,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,Jamaica,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,Greece,LessThan50K -31-50,Self-emp-inc,7th-8th,Never-married,Craft-repair,Not-in-family,Other,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,50,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,35,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,33,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,15,China,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,45,Philippines,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Unmarried,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,Other,Female,32,Jamaica,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Other,Female,40,?,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-spouse-absent,Farming-fishing,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Transport-moving,Unmarried,White,Female,25,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Columbia,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Other-relative,White,Male,50,Dominican-Republic,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,84,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Other,Female,6,Puerto-Rico,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Widowed,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,Portugal,LessThan50K -22-30,Private,9th,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,30,El-Salvador,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,10,Japan,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,60,India,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,70,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,Other,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Mexico,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Male,40,Nicaragua,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,16,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Other-service,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,Trinadad&Tobago,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,11,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Divorced,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,Doctorate,Widowed,?,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,?,11th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,25,Greece,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,Germany,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,67,India,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Other,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,Black,Male,45,?,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,5,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Dominican-Republic,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Cuba,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Scotland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,61,United-States,LessThan50K -18-21,Self-emp-not-inc,10th,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,55,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,10,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,10,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Masters,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,47,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Other-relative,Black,Male,75,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,64,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Farming-fishing,Other-relative,White,Female,12,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Cuba,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,50,South,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,38,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,17,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Other,Male,5,Columbia,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Italy,MoreThan50K -31-50,?,7th-8th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Other-relative,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Own-child,White,Male,62,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Poland,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,36,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,3,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,36,Canada,LessThan50K -31-50,Private,9th,Never-married,Sales,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Separated,Other-service,Unmarried,White,Female,35,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Protective-serv,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,10th,Divorced,Tech-support,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Own-child,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,96,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-AF-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,9,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,10th,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,65,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,12th,Married-spouse-absent,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,72,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Columbia,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Divorced,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Female,40,Greece,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Puerto-Rico,MoreThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Machine-op-inspct,Unmarried,White,Female,44,Portugal,LessThan50K ->50,Private,12th,Widowed,Priv-house-serv,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,35,Vietnam,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Divorced,?,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,72,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,25,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Wife,Other,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Black,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Other,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,28,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Some-college,Widowed,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,Black,Male,23,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,2,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ecuador,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,Haiti,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Female,36,?,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,66,United-States,MoreThan50K -22-30,Private,9th,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Sales,Unmarried,White,Male,5,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Honduras,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,75,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Black,Female,40,Germany,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,42,?,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Other,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,?,5th-6th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,Cuba,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -22-30,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,60,Trinadad&Tobago,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,9th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,Black,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Farming-fishing,Own-child,Asian-Pac-Islander,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Federal-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Divorced,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,?,9th,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Other-relative,Black,Female,40,Haiti,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Sales,Other-relative,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Female,11,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,17,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Own-child,White,Male,40,Peru,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Craft-repair,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,5,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -18-21,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,10th,Divorced,?,Unmarried,White,Female,16,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,50,?,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Handlers-cleaners,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,48,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,70,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,26,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,48,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,45,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Own-child,White,Male,55,United-States,LessThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Divorced,Protective-serv,Not-in-family,Black,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Preschool,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,44,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,59,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,52,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,Canada,LessThan50K ->50,Private,Assoc-voc,Widowed,Sales,Unmarried,White,Female,33,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,China,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Other,Female,38,Ecuador,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,Canada,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,India,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,32,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,60,South,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,?,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,El-Salvador,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,72,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Unmarried,White,Female,12,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,37,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,35,?,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,White,Female,38,Peru,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Priv-house-serv,Unmarried,White,Female,24,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,52,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,44,Poland,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,92,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,?,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,79,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,12th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Other,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Female,35,United-States,LessThan50K -22-30,Private,10th,Separated,Farming-fishing,Unmarried,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Other-relative,White,Female,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Other-relative,White,Male,40,Guatemala,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-inc,12th,Divorced,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,38,Dominican-Republic,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,Mexico,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,80,?,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,80,Italy,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Other-service,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,57,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,33,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,48,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,50,Japan,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,Japan,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,50,South,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Prof-specialty,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,Black,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Separated,Sales,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,32,Mexico,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,Black,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,25,?,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Other-relative,White,Female,32,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,32,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Separated,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Machine-op-inspct,Other-relative,Black,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Sales,Other-relative,White,Male,45,Guatemala,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,48,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,England,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,43,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Hungary,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,Haiti,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Male,54,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Haiti,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Male,30,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Separated,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,Cuba,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Other,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Male,5,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,24,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,53,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,8,South,LessThan50K -22-30,Private,10th,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,9th,Divorced,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,31,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,39,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Widowed,Sales,Not-in-family,White,Female,27,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,56,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Jamaica,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,22,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Tech-support,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,State-gov,10th,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,72,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Japan,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,32,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,38,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,16,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Prof-specialty,Other-relative,White,Female,18-21,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,32,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,46,Dominican-Republic,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,99,Japan,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,55,United-States,LessThan50K ->50,?,9th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,?,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Other,Male,45,?,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-AF-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,12,Thailand,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,27,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,3,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,Japan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,15,Poland,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,Black,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,Black,Female,12,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,55,Iran,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,?,LessThan50K -18-21,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Separated,?,Unmarried,Black,Female,53,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,4,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Not-in-family,White,Female,44,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Other,Female,33,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,?,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,25,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,Germany,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,?,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,?,HS-grad,Divorced,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,18-21,South,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,45,Mexico,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Other,Female,40,Columbia,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Greece,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,10,?,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Own-child,White,Male,55,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-AF-spouse,Farming-fishing,Husband,White,Male,44,United-States,MoreThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Own-child,White,Male,50,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,35,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,1,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,60,England,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Separated,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -18-21,?,HS-grad,Separated,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,23,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,France,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,37,Dominican-Republic,LessThan50K -31-50,Private,Preschool,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,38,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,24,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,51,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Female,36,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Divorced,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Female,38,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,7th-8th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Protective-serv,Own-child,White,Female,40,Cuba,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,Greece,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,34,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,49,?,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,28,Taiwan,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Other,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Columbia,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,13,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,6,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,58,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Unmarried,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,48,Hungary,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,52,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Preschool,Married-spouse-absent,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,80,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,?,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Other-relative,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,85,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Canada,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,98,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Priv-house-serv,Not-in-family,White,Female,29,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Other,Male,60,?,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Peru,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,34,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Asian-Pac-Islander,Female,39,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Peru,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,50,Peru,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,22,Germany,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,Black,Male,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,32,Cuba,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Mexico,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,Mexico,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,?,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Thailand,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,5th-6th,Never-married,Prof-specialty,Unmarried,White,Male,14,Mexico,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,35,India,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,Canada,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,18-21,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Divorced,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Armed-Forces,Other-relative,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,75,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Other-relative,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,54,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,?,LessThan50K ->50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,38,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,23,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,18-21,Italy,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,10th,Widowed,Farming-fishing,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,46,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,MoreThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Widowed,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,40,China,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,54,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,53,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Female,42,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Machine-op-inspct,Other-relative,White,Male,40,?,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,11th,Widowed,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,49,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K ->50,State-gov,1st-4th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,29,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,9th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,Iran,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,Other,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,State-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,34,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,45,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,Black,Female,40,Haiti,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,17,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,Thailand,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Wife,White,Female,40,El-Salvador,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,Peru,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,2,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,15,South,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,6,Italy,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Priv-house-serv,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Female,32,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Taiwan,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Separated,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,70,India,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Transport-moving,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,10th,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,Ireland,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Adm-clerical,Unmarried,White,Male,41,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Farming-fishing,Not-in-family,White,Male,32,Guatemala,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Other,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,40,Guatemala,LessThan50K ->50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Transport-moving,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,40,Italy,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Peru,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Divorced,Priv-house-serv,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,36,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,35,India,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,Black,Male,35,Haiti,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Preschool,Separated,Other-service,Unmarried,White,Female,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,?,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,17,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,33,United-States,LessThan50K ->50,State-gov,7th-8th,Married-spouse-absent,Other-service,Unmarried,White,Female,45,Poland,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Other-relative,Black,Female,40,Jamaica,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,50,England,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,40,Philippines,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,12th,Never-married,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Unmarried,Black,Female,14,Trinadad&Tobago,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,52,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,Jamaica,MoreThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Other,Male,40,Ecuador,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,51,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,24,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Married-spouse-absent,?,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,England,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,70,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Male,50,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -18-21,?,9th,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,7,United-States,MoreThan50K ->50,Private,5th-6th,Widowed,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,India,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,9th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Scotland,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,40,France,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Own-child,White,Male,75,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Unmarried,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,16,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,30,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Other-relative,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Hungary,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,43,?,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Black,Female,38,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Cuba,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,3,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Other-service,Unmarried,White,Female,30,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,England,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,85,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,4,India,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-spouse-absent,Sales,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,9th,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Cuba,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,?,MoreThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Other-relative,White,Female,40,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,Mexico,LessThan50K -31-50,Private,10th,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,42,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,30,Poland,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Prof-specialty,Own-child,Other,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,15,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,Canada,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Hong,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,80,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,25,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Other-relative,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,15,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Male,48,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,60,Portugal,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Never-married,Craft-repair,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Vietnam,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,38,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Tech-support,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,10,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,45,?,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,99,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,59,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Peru,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Poland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,18-21,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,Iran,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,50,Nicaragua,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,4,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Prof-specialty,Unmarried,Other,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Other-relative,White,Female,33,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,42,Mexico,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,89,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Self-emp-inc,9th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,37,Ireland,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,64,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,28,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,70,South,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -<18,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,10th,Separated,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Poland,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Amer-Indian-Eskimo,Female,6,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,60,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Never-worked,HS-grad,Married-spouse-absent,?,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,Japan,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,Canada,LessThan50K ->50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Sales,Own-child,Other,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,El-Salvador,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Federal-gov,Prof-school,Separated,Prof-specialty,Unmarried,White,Female,40,Germany,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Germany,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,42,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,10,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Separated,Prof-specialty,Unmarried,Black,Female,24,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Black,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Farming-fishing,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,26,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Iran,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,72,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Other,Male,60,England,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,England,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Farming-fishing,Own-child,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,16,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Self-emp-not-inc,Masters,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,El-Salvador,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,45,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Sales,Unmarried,White,Female,40,Germany,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,18-21,Cuba,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Poland,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Male,17,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,37,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,5th-6th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,25,Philippines,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Yugoslavia,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Handlers-cleaners,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,65,England,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,38,Cuba,LessThan50K ->50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,12th,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,China,LessThan50K -18-21,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,50,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,Scotland,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Jamaica,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Widowed,?,Unmarried,White,Female,15,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,Poland,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,36,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,35,Trinadad&Tobago,LessThan50K -22-30,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,51,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Yugoslavia,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,60,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,38,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,40,India,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,28,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Separated,Transport-moving,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,Philippines,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,9th,Separated,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Wife,White,Female,15,El-Salvador,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,?,11th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,47,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Priv-house-serv,Unmarried,White,Female,25,Guatemala,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,33,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,10th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,?,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,64,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,12,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,?,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,MoreThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Other-relative,White,Female,48,United-States,MoreThan50K -22-30,Without-pay,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,15,Germany,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Farming-fishing,Unmarried,Other,Male,36,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Male,50,Guatemala,LessThan50K ->50,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,81,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,39,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,66,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,22,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Haiti,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,Black,Female,70,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Handlers-cleaners,Unmarried,White,Male,35,Honduras,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Widowed,Craft-repair,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,43,Mexico,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,53,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Male,45,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Transport-moving,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,44,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,43,India,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,Black,Female,50,United-States,LessThan50K -<18,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Male,39,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Male,8,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,Taiwan,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,41,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,13,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,37,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Other-relative,Black,Female,25,Haiti,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,Asian-Pac-Islander,Male,50,India,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,Scotland,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,57,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,2,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,28,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Priv-house-serv,Unmarried,White,Female,35,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -22-30,?,7th-8th,Married-civ-spouse,?,Own-child,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Prof-specialty,Not-in-family,White,Male,35,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,12,Puerto-Rico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,42,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Other,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,Greece,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,Germany,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,46,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,Black,Male,24,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Male,90,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,28,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,45,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Laos,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,24,Nicaragua,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Separated,Handlers-cleaners,Unmarried,White,Female,40,Nicaragua,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Female,18-21,Canada,LessThan50K ->50,Federal-gov,Bachelors,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,1st-4th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,El-Salvador,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,80,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,69,Germany,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,7th-8th,Never-married,?,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Never-married,Prof-specialty,Other-relative,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Local-gov,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,41,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -<18,Federal-gov,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,Black,Female,30,Haiti,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Female,14,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,26,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Divorced,Priv-house-serv,Unmarried,Black,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,?,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,54,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Own-child,Black,Female,12,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Ireland,LessThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,28,Taiwan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Female,36,Peru,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Wife,White,Female,42,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Sales,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,58,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Poland,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Adm-clerical,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,Poland,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,35,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,78,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,31,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,27,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Tech-support,Husband,White,Male,99,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Prof-school,Widowed,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,45,Cuba,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Cuba,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,Black,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Hong,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,England,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Sales,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,State-gov,10th,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,?,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,9th,Never-married,?,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,17,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -<18,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,48,China,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,75,Italy,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,72,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -31-50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,49,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,8,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,18-21,England,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,60,Scotland,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,42,England,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,Columbia,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Priv-house-serv,Not-in-family,White,Female,30,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,State-gov,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Separated,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,MoreThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,38,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,28,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K ->50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,12,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Transport-moving,Not-in-family,Black,Female,47,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,Nicaragua,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,Vietnam,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-spouse-absent,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,30,?,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,38,United-States,LessThan50K ->50,?,HS-grad,Married-AF-spouse,?,Wife,White,Female,14,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Other-relative,White,Female,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,4,France,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,Germany,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,90,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K ->50,State-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,52,Philippines,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-AF-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Japan,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,Italy,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,35,China,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K ->50,Local-gov,Doctorate,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Divorced,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Male,14,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,8,Cuba,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Never-worked,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,Germany,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Never-married,?,Unmarried,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,MoreThan50K ->50,Private,10th,Widowed,Priv-house-serv,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Not-in-family,White,Female,49,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Other,Female,10,?,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,1,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,7,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,54,South,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,35,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Divorced,?,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Other,Female,15,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,38,United-States,LessThan50K ->50,Local-gov,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,?,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Not-in-family,Other,Female,6,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Other,Male,40,Columbia,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,32,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Federal-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Separated,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,Canada,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,75,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,73,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,23,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,Japan,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Priv-house-serv,Not-in-family,White,Female,45,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Male,40,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Black,Female,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,70,?,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Sales,Own-child,Asian-Pac-Islander,Female,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,6,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,?,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,8,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,South,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,99,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Ireland,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,36,Philippines,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Unmarried,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,33,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,48,United-States,LessThan50K -31-50,?,7th-8th,Married-spouse-absent,?,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,25,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,LessThan50K -31-50,?,Some-college,Married-AF-spouse,?,Wife,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,75,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,16,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Other,Male,30,Iran,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,10,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-spouse-absent,Sales,Unmarried,White,Female,25,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,18-21,China,LessThan50K -22-30,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,38,China,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,70,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,Amer-Indian-Eskimo,Female,27,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,Hong,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,74,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Germany,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Divorced,?,Unmarried,White,Female,1,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Female,29,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Never-married,Sales,Other-relative,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Never-married,Other-service,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,14,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,White,Female,9,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,12th,Divorced,Protective-serv,Not-in-family,White,Male,37,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Other-relative,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,Columbia,LessThan50K -31-50,Private,1st-4th,Separated,Machine-op-inspct,Other-relative,Black,Male,48,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Italy,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,37,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,15,South,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K ->50,State-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,24,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,Greece,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,12th,Divorced,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,65,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,10,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Married-spouse-absent,?,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,Canada,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Priv-house-serv,Not-in-family,Black,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,18-21,Cuba,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,Black,Female,28,Jamaica,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Never-worked,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Private,12th,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,12th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,32,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,Black,Female,31,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Farming-fishing,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,50,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,60,Puerto-Rico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Nicaragua,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,34,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,Black,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,England,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,35,Philippines,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,14,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,12th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,32,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Preschool,Divorced,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,46,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Laos,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,45,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,France,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Separated,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,11th,Divorced,Sales,Unmarried,White,Male,50,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,17,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,India,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,6,Canada,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Scotland,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,Other,Male,40,Mexico,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,Greece,LessThan50K -22-30,Private,5th-6th,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Male,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,?,Assoc-voc,Separated,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Own-child,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K ->50,State-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,35,India,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Preschool,Widowed,Priv-house-serv,Other-relative,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,60,Philippines,LessThan50K ->50,Private,Some-college,Separated,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Divorced,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Widowed,Craft-repair,Other-relative,White,Male,18-21,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,7th-8th,Widowed,Other-service,Unmarried,White,Female,30,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,24,?,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Other-relative,Other,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,16,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Divorced,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Outlying-US(Guam-USVI-etc),MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,9,United-States,LessThan50K -18-21,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,28,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,30,United-States,MoreThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,Greece,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,7,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,88,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,England,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,Poland,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,England,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,White,Female,56,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,Cambodia,LessThan50K ->50,Local-gov,Some-college,Widowed,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,?,11th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,23,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,39,Mexico,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,42,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,Jamaica,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,Poland,MoreThan50K -31-50,?,Masters,Divorced,?,Unmarried,White,Female,35,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Columbia,MoreThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,24,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K ->50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,22,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,15,?,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,45,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Not-in-family,Asian-Pac-Islander,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,5,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,Ecuador,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,Greece,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Wife,White,Female,15,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,39,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,England,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,10,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Unmarried,White,Female,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,39,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,62,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,35,Guatemala,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Female,30,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,12th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,52,Canada,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,8,Yugoslavia,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Male,38,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Widowed,Other-service,Unmarried,White,Female,27,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,35,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,80,Greece,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Unmarried,White,Male,70,Canada,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Male,45,El-Salvador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Wife,White,Female,40,France,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,Columbia,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,5,United-States,LessThan50K -22-30,Local-gov,9th,Divorced,Farming-fishing,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,32,Mexico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,35,Philippines,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,49,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,38,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,30,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,11th,Never-married,Farming-fishing,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,?,Prof-school,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,45,Japan,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,50,Portugal,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,State-gov,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,Iran,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,44,Canada,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,45,Japan,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Female,55,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,10,Hungary,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,12,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,Italy,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,Portugal,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Other-relative,Black,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,60,Germany,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Puerto-Rico,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Unmarried,White,Female,35,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,8,Canada,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Other-relative,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Other,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,73,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,Columbia,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Some-college,Separated,Sales,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,54,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Tech-support,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,8,Italy,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,3,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Ecuador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,Other,Male,40,Peru,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,46,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Ireland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Dominican-Republic,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,70,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,78,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,Honduras,MoreThan50K -31-50,State-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,66,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,56,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,Asian-Pac-Islander,Male,16,Philippines,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Poland,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,53,United-States,LessThan50K ->50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,15,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,Greece,MoreThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,34,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,54,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,7,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Separated,Sales,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,White,Female,32,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Other-relative,Black,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Germany,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,32,Canada,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,24,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,28,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,?,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,?,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,34,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,Black,Female,50,Nicaragua,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,25,Jamaica,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Thailand,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,52,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,42,Germany,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,White,Female,40,Guatemala,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Ireland,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Married-spouse-absent,Tech-support,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K ->50,State-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,42,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,4,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,7,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Craft-repair,Not-in-family,Other,Male,38,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,50,?,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,1,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,45,Columbia,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,42,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,25,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,Other,Male,35,Mexico,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Separated,?,Not-in-family,White,Female,7,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,70,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Separated,Tech-support,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,60,Iran,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,39,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,9th,Widowed,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,Germany,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,48,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,HS-grad,Married-spouse-absent,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,52,Taiwan,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Jamaica,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,25,Japan,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,38,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Farming-fishing,Unmarried,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,57,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-spouse-absent,Transport-moving,Own-child,White,Male,36,Mexico,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,MoreThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Other-service,Husband,White,Male,99,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,30,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,76,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,9th,Separated,Craft-repair,Own-child,White,Male,35,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,7th-8th,Separated,Farming-fishing,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,41,United-States,LessThan50K ->50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,Jamaica,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,17,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Ireland,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,Haiti,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Tech-support,Other-relative,Black,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Wife,Black,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,65,Canada,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,52,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,Other,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Unmarried,White,Female,50,Dominican-Republic,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,49,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Iran,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,45,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Female,48,Iran,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Own-child,Black,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,White,Male,38,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Other-service,Other-relative,White,Female,50,Mexico,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Other,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,33,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,Mexico,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,3,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,Portugal,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,48,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,Poland,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,38,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Germany,MoreThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Portugal,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Other,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,38,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,England,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,11th,Divorced,Adm-clerical,Not-in-family,White,Female,8,Canada,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,38,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Other-relative,White,Male,70,Iran,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,30,Guatemala,MoreThan50K -18-21,Self-emp-not-inc,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,Portugal,LessThan50K -<18,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,55,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Other-relative,Black,Male,51,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,65,?,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Local-gov,Masters,Divorced,Protective-serv,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Germany,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,17,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,30,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,35,Taiwan,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,65,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,18-21,Taiwan,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,24,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -<18,Self-emp-not-inc,12th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Preschool,Married-civ-spouse,Sales,Husband,White,Male,30,Mexico,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Never-worked,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Married-spouse-absent,Exec-managerial,Other-relative,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,Puerto-Rico,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,10,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,27,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Farming-fishing,Unmarried,White,Male,40,Thailand,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,48,Italy,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,26,South,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,Cuba,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Peru,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,France,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,?,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,50,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,Other,Male,40,Dominican-Republic,LessThan50K ->50,Private,7th-8th,Widowed,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,South,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,Cambodia,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,Philippines,LessThan50K ->50,Self-emp-inc,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,99,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,?,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,Peru,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Farming-fishing,Not-in-family,White,Male,62,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,8,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,France,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,60,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,Peru,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,13,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,6,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Hong,LessThan50K ->50,Private,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,9th,Separated,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,Canada,MoreThan50K ->50,State-gov,Masters,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Separated,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,60,?,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,56,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Black,Male,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,40,Peru,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,32,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,Black,Female,50,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,33,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,1st-4th,Separated,?,Not-in-family,Black,Male,15,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,Black,Female,2,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,Puerto-Rico,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,95,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Iran,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,4,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,5,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Prof-specialty,Own-child,White,Female,4,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,55,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,42,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,England,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Japan,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Transport-moving,Other-relative,Other,Male,40,El-Salvador,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,57,United-States,LessThan50K -31-50,?,11th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,32,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Other,Male,40,India,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Ireland,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,30,Ecuador,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,42,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,45,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,76,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,29,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,Portugal,LessThan50K -31-50,State-gov,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,41,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,24,Greece,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Guatemala,LessThan50K -<18,?,10th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,30,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,State-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,France,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,33,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,26,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Other,Female,30,Mexico,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,Ireland,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,White,Female,23,Mexico,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,9th,Separated,Priv-house-serv,Unmarried,White,Female,16,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Other-service,Own-child,White,Female,27,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -<18,Local-gov,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,22,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Female,10,Taiwan,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Protective-serv,Own-child,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,Poland,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,30,Columbia,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,7,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Other,Female,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Sales,Unmarried,White,Female,18-21,Honduras,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,55,Trinadad&Tobago,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,10th,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,97,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,44,Germany,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,44,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Poland,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,85,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,86,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,30,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,43,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,44,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Greece,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,14,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,Canada,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,9th,Never-married,?,Other-relative,White,Male,35,El-Salvador,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,66,France,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Unmarried,Black,Female,40,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Own-child,White,Female,17,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,Nicaragua,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,16,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Other-relative,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,14,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,35,China,MoreThan50K -31-50,Private,12th,Separated,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Italy,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-AF-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,28,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Widowed,Transport-moving,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,50,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Farming-fishing,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,14,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Not-in-family,Other,Female,40,Japan,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Vietnam,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Unmarried,White,Male,28,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,64,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Farming-fishing,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,12,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,15,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,35,Nicaragua,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,25,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,60,Vietnam,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Other,Female,40,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,Germany,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,16,Haiti,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,64,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,4,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Adm-clerical,Other-relative,Other,Male,40,?,LessThan50K -31-50,Private,11th,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,France,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Black,Male,38,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,50,?,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,45,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,38,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,Canada,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,42,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,White,Female,25,Mexico,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,50,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,Other,Male,50,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,7th-8th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,16,Germany,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,3,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Widowed,?,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Male,70,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,55,Ecuador,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Unmarried,Other,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,England,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-spouse-absent,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,53,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,9th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,18-21,Yugoslavia,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,China,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,England,MoreThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,80,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Other,Female,40,Taiwan,MoreThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,46,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -<18,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,23,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,35,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Protective-serv,Wife,Black,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,35,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,46,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Female,35,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,?,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,36,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Sales,Unmarried,White,Female,40,Canada,LessThan50K -22-30,State-gov,Bachelors,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,South,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,49,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,28,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,?,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,10th,Separated,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,Scotland,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,81,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Adm-clerical,Unmarried,White,Female,30,Dominican-Republic,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,40,?,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,12th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Preschool,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Other,Male,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Craft-repair,Own-child,White,Male,15,Columbia,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,48,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Thailand,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-spouse-absent,?,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,35,Italy,LessThan50K -31-50,Private,10th,Separated,Exec-managerial,Not-in-family,Black,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,47,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Japan,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,24,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,54,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,70,Puerto-Rico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,60,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -22-30,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K diff --git a/testdata/adult/adult.csv b/testdata/adult/adult.csv new file mode 100644 index 000000000..095dd2edc --- /dev/null +++ b/testdata/adult/adult.csv @@ -0,0 +1,1001 @@ +age,workclass,fnlwgt,education,education_num,marital_status,occupation,relationship,race,sex,capital_gain,capital_loss,hours_per_week,native_country,salary +39,State-gov,77516,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,2174,0,40,United-States,<=50K +50,Self-emp-not-inc,83311,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,13,United-States,<=50K +38,Private,215646,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +53,Private,234721,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K +28,Private,338409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,Cuba,<=50K +37,Private,284582,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K +49,Private,160187,9th,5,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,16,Jamaica,<=50K +52,Self-emp-not-inc,209642,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +31,Private,45781,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,50,United-States,>50K +42,Private,159449,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K +37,Private,280464,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,80,United-States,>50K +30,State-gov,141297,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K +23,Private,122272,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K +32,Private,205019,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Male,0,0,50,United-States,<=50K +34,Private,245487,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,45,Mexico,<=50K +25,Self-emp-not-inc,176756,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K +32,Private,186824,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K +38,Private,28887,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +43,Self-emp-not-inc,292175,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,>50K +40,Private,193524,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +54,Private,302146,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K +35,Federal-gov,76845,9th,5,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K +43,Private,117037,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2042,40,United-States,<=50K +59,Private,109015,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K +56,Local-gov,216851,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +19,Private,168294,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +39,Private,367260,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,80,United-States,<=50K +49,Private,193366,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +23,Local-gov,190709,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,52,United-States,<=50K +20,Private,266015,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,44,United-States,<=50K +45,Private,386940,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Male,0,1408,40,United-States,<=50K +30,Federal-gov,59951,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +22,State-gov,311512,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,15,United-States,<=50K +48,Private,242406,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Puerto-Rico,<=50K +21,Private,197200,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K +19,Private,544091,HS-grad,9,Married-AF-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,<=50K +48,Self-emp-not-inc,265477,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +31,Private,507875,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K +53,Self-emp-not-inc,88506,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,172987,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K +49,Private,94638,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,289980,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,35,United-States,<=50K +57,Federal-gov,337895,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K +53,Private,144361,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K +44,Private,128354,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +41,State-gov,101603,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +29,Private,271466,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K +25,Private,32275,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Other,Female,0,0,40,United-States,<=50K +47,Private,51835,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,60,Honduras,>50K +50,Federal-gov,251585,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K +47,Self-emp-inc,109832,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K +43,Private,237993,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +46,Private,216666,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K +35,Private,56352,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Puerto-Rico,<=50K +41,Private,147372,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K +30,Private,188146,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,40,United-States,<=50K +30,Private,59496,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,2407,0,40,United-States,<=50K +48,Private,149640,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +42,Private,116632,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K +29,Private,105598,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,58,United-States,<=50K +36,Private,155537,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +28,Private,183175,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +53,Private,169846,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K +49,Self-emp-inc,191681,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +19,Private,101509,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,32,United-States,<=50K +31,Private,309974,Bachelors,13,Separated,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K +29,Self-emp-not-inc,162298,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K +23,Private,211678,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +79,Private,124744,Some-college,10,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,20,United-States,<=50K +27,Private,213921,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K +40,Private,32214,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +18,Private,309634,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,22,United-States,<=50K +31,Local-gov,125927,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K +18,Private,446839,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K +52,Private,276515,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Cuba,<=50K +46,Private,51618,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K +59,Private,159937,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K +44,Private,343591,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,14344,0,40,United-States,>50K +53,Private,346253,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K +49,Local-gov,268234,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +33,Private,202051,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +30,Private,54334,9th,5,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +43,Federal-gov,410867,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K +57,Private,249977,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +37,Private,286730,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K +28,Private,212563,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,25,United-States,<=50K +34,Local-gov,226296,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +29,Local-gov,115585,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K +48,Self-emp-not-inc,191277,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,60,United-States,>50K +37,Private,202683,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K +48,Private,171095,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,England,<=50K +32,Federal-gov,249409,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K +76,Private,124191,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +44,Private,198282,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +47,Self-emp-not-inc,149116,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K +20,Private,188300,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +29,Private,103432,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +32,Self-emp-inc,317660,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K +30,Private,194901,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +31,Local-gov,189265,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +42,Private,124692,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,432376,Bachelors,13,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K +38,Private,65324,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +56,Self-emp-not-inc,335605,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,1887,50,Canada,>50K +28,Private,377869,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,4064,0,25,United-States,<=50K +36,Private,102864,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K +53,Private,95647,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K +56,Self-emp-inc,303090,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +49,Local-gov,197371,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K +55,Private,247552,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,56,United-States,<=50K +22,Private,102632,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,41,United-States,<=50K +21,Private,199915,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K +40,Private,118853,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K +30,Private,77143,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,Germany,<=50K +29,State-gov,267989,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +19,Private,301606,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K +47,Private,287828,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K +20,Private,111697,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1719,28,United-States,<=50K +31,Private,114937,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +39,Private,365739,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,69621,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K +24,Private,43323,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,1762,40,United-States,<=50K +38,Self-emp-not-inc,120985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,35,United-States,<=50K +37,Private,254202,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +46,Private,146195,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,Black,Female,0,0,36,United-States,<=50K +38,Federal-gov,125933,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K +43,Self-emp-not-inc,56920,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K +27,Private,163127,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K +20,Private,34310,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K +49,Private,81973,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +61,Self-emp-inc,66614,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,232782,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +19,Private,316868,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,Mexico,<=50K +45,Private,196584,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,40,United-States,>50K +70,Private,105376,Some-college,10,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K +31,Private,185814,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,0,0,30,United-States,<=50K +22,Private,175374,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,24,United-States,<=50K +36,Private,108293,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K +64,Private,181232,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2179,40,United-States,<=50K +47,Local-gov,186009,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,Mexico,<=50K +34,Private,198183,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +33,Private,163003,Bachelors,13,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K +21,Private,296158,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K +48,Private,187715,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K +23,Private,214542,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +71,Self-emp-not-inc,494223,Some-college,10,Separated,Sales,Unmarried,Black,Male,0,1816,2,United-States,<=50K +29,Private,191535,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K +42,Private,228456,Bachelors,13,Separated,Other-service,Other-relative,Black,Male,0,0,50,United-States,<=50K +25,Private,252752,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +44,Self-emp-inc,78374,Masters,14,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K +28,Private,88419,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,England,<=50K +45,Self-emp-not-inc,201080,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K +36,Private,207157,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K +39,Federal-gov,235485,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K +46,State-gov,102628,Masters,14,Widowed,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K +18,Private,25828,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K +66,Local-gov,54826,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K +27,Private,124953,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,1980,40,United-States,<=50K +28,State-gov,175325,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K +51,Private,96062,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K +27,Private,428030,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K +28,State-gov,149624,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +27,Private,253814,HS-grad,9,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K +21,Private,312956,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K +34,Private,483777,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K +18,Private,183930,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K +33,Private,37274,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,<=50K +44,Local-gov,181344,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,38,United-States,>50K +43,Private,114580,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +30,Private,633742,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K +40,Private,286370,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,>50K +37,Federal-gov,29054,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,42,United-States,>50K +34,Private,304030,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K +41,Self-emp-not-inc,143129,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +31,Private,99928,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,<=50K +58,State-gov,109567,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,1,United-States,>50K +38,Private,155222,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,28,United-States,<=50K +24,Private,159567,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +41,Local-gov,523910,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K +47,Private,120939,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K +41,Federal-gov,130760,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,24,United-States,<=50K +23,Private,197387,5th-6th,3,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,Mexico,<=50K +36,Private,99374,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +40,Federal-gov,56795,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,55,United-States,>50K +35,Private,138992,Masters,14,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,7298,0,40,United-States,>50K +24,Self-emp-not-inc,32921,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +26,Private,397317,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K +51,Private,259323,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +42,Local-gov,254817,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,1340,40,United-States,<=50K +37,State-gov,48211,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K +18,Private,140164,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +36,Private,128757,Bachelors,13,Married-civ-spouse,Other-service,Husband,Black,Male,7298,0,36,United-States,>50K +35,Private,36270,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K +58,Self-emp-inc,210563,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,15024,0,35,United-States,>50K +17,Private,65368,11th,7,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K +44,Local-gov,160943,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K +37,Private,208358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +35,Private,153790,Some-college,10,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K +60,Private,85815,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K +54,Self-emp-inc,125417,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K +37,Private,635913,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,60,United-States,>50K +50,Private,313321,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +38,Private,182609,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Poland,<=50K +45,Private,109434,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K +25,Private,255004,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +31,Private,197860,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +90,Private,51744,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,2206,40,United-States,<=50K +54,Private,176681,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,20,United-States,<=50K +53,Local-gov,140359,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K +18,Private,243313,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +66,Self-emp-not-inc,167687,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,1409,0,50,United-States,<=50K +75,Private,314209,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,Columbia,<=50K +65,Private,176796,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +35,Private,538583,11th,7,Separated,Transport-moving,Not-in-family,Black,Male,3674,0,40,United-States,<=50K +41,Private,130408,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,38,United-States,<=50K +25,Private,159732,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,<=50K +33,Private,110978,Some-college,10,Divorced,Craft-repair,Other-relative,Other,Female,0,0,40,United-States,<=50K +28,Private,76714,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K +59,State-gov,268700,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +40,State-gov,170525,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K +41,Private,180138,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Iran,>50K +38,Local-gov,115076,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K +23,Private,115458,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +40,Private,347890,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +41,Self-emp-not-inc,196001,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,United-States,<=50K +24,State-gov,273905,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K +38,Private,179488,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,1741,40,United-States,<=50K +58,Private,236596,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K +32,Private,183916,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K +40,Private,207578,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,60,United-States,>50K +41,Private,112763,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +42,Private,390781,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K +59,Local-gov,171328,10th,6,Widowed,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K +19,Local-gov,27382,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +58,Private,259014,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K +42,Self-emp-not-inc,303044,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K +20,Private,117789,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K +32,Private,172579,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K +45,Private,187666,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K +50,Private,204518,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +36,Private,150042,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +45,Private,98092,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K +17,Private,245918,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K +59,Private,146013,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K +26,Private,378322,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +37,Self-emp-inc,257295,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,75,Thailand,>50K +64,Private,21174,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +33,Private,185480,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +33,Private,222205,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,>50K +61,Private,69867,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +17,Private,191260,9th,5,Never-married,Other-service,Own-child,White,Male,1055,0,24,United-States,<=50K +50,Self-emp-not-inc,30653,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,2407,0,98,United-States,<=50K +27,Local-gov,209109,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K +30,Private,70377,HS-grad,9,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +43,Private,477983,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K +44,Private,170924,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K +35,Private,190174,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +25,Private,193787,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +24,Private,279472,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,7298,0,48,United-States,>50K +22,Private,34918,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,Germany,<=50K +42,Local-gov,97688,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K +34,Private,175413,Assoc-acdm,12,Divorced,Sales,Unmarried,Black,Female,0,0,45,United-States,<=50K +60,Private,173960,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,42,United-States,<=50K +21,Private,205759,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +57,Federal-gov,425161,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K +41,Private,220531,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +50,Private,176609,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K +25,Private,371987,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +50,Private,193884,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Ecuador,<=50K +36,Private,200352,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K +31,Private,127595,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +29,Local-gov,220419,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K +21,Private,231931,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K +27,Private,248402,Bachelors,13,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K +65,Private,111095,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K +37,Self-emp-inc,57424,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K +24,Private,278130,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +38,Private,169469,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,80,United-States,<=50K +48,Private,146268,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K +21,Private,153718,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,25,United-States,<=50K +31,Private,217460,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K +55,Private,238638,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4386,0,40,United-States,>50K +24,Private,303296,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K +43,Private,173321,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +26,Private,193945,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K +46,Private,83082,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,33,United-States,<=50K +35,Private,193815,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +41,Self-emp-inc,34987,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,United-States,>50K +26,Private,59306,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +34,Private,142897,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7298,0,35,Taiwan,>50K +36,Self-emp-not-inc,205607,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,>50K +22,Private,199698,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K +24,Private,191954,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +77,Self-emp-not-inc,138714,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K +22,Private,399087,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,0,0,40,Mexico,<=50K +29,Private,423158,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K +62,Private,159841,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +39,Self-emp-not-inc,174308,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +43,Private,50356,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,50,United-States,<=50K +35,Private,186110,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K +29,Private,200381,11th,7,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +76,Self-emp-not-inc,174309,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K +63,Self-emp-not-inc,78383,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K +43,Private,187728,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,50,United-States,>50K +58,Self-emp-not-inc,321171,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +66,Private,127921,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,2050,0,55,United-States,<=50K +41,Private,206565,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K +26,Private,224563,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +47,Private,178686,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +55,Local-gov,98545,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +53,Private,242606,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +17,Private,270942,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,48,Mexico,<=50K +30,Private,94235,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K +49,Private,71195,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K +19,Private,104112,HS-grad,9,Never-married,Sales,Unmarried,Black,Male,0,0,30,Haiti,<=50K +45,Private,261192,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K +26,Private,94936,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +38,Private,296478,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K +36,State-gov,119272,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,40,United-States,>50K +33,Private,85043,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K +22,State-gov,293364,Some-college,10,Never-married,Protective-serv,Own-child,Black,Female,0,0,40,United-States,<=50K +43,Self-emp-not-inc,241895,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K +56,Private,101128,Assoc-acdm,12,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,25,Iran,<=50K +31,Private,156464,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,25,United-States,<=50K +33,Private,117963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +26,Private,192262,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +33,Private,111363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +46,Local-gov,329752,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K +38,Federal-gov,95432,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +65,Private,161400,11th,7,Widowed,Other-service,Unmarried,Other,Male,0,0,40,United-States,<=50K +40,Private,96129,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +42,Private,111949,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K +26,Self-emp-not-inc,117125,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K +36,Private,348022,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,United-States,<=50K +62,Private,270092,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +43,Private,180609,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +43,Private,174575,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,1564,45,United-States,>50K +22,Private,410439,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K +28,Private,92262,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +56,Self-emp-not-inc,183081,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K +22,Private,362589,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K +57,Private,212448,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K +39,Private,481060,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K +26,Federal-gov,185885,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,15,United-States,<=50K +17,Private,89821,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K +40,State-gov,184018,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,>50K +45,Private,256649,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K +44,Private,160323,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K +20,Local-gov,350845,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K +33,Private,267404,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K +23,Private,35633,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,80914,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K +38,Private,172927,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +54,Private,174319,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +46,Private,214955,5th-6th,3,Divorced,Craft-repair,Not-in-family,White,Female,0,2339,45,United-States,<=50K +25,Private,344991,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +46,Private,108699,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +36,Local-gov,117312,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K +23,Private,396099,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K +29,Private,134152,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +44,Private,162028,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2415,6,United-States,>50K +19,Private,25429,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K +19,Private,232392,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K +35,Private,220098,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K +27,Private,301302,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K +46,Self-emp-not-inc,277946,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +34,Private,196164,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K +44,Private,115562,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +45,Private,96975,Some-college,10,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,86872,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +52,Self-emp-inc,132178,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +20,Private,416103,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +28,Private,108574,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +50,State-gov,288353,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +34,Private,227689,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,0,0,64,United-States,<=50K +28,Private,166481,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,2179,40,Puerto-Rico,<=50K +41,Private,445382,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,65,United-States,>50K +28,Private,110145,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,317253,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K +32,Private,364657,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +41,Local-gov,42346,Some-college,10,Divorced,Other-service,Not-in-family,Black,Female,0,0,24,United-States,<=50K +24,Private,241951,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K +33,Private,118500,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +46,Private,188386,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +31,State-gov,1033222,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +35,Private,92440,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K +52,Private,190762,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K +30,Private,426017,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K +34,Local-gov,243867,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +34,State-gov,240283,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K +20,Private,61777,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K +17,Private,175024,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,2176,0,18,United-States,<=50K +32,State-gov,92003,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K +29,Private,188401,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Private,228528,10th,6,Never-married,Craft-repair,Unmarried,White,Female,0,0,35,United-States,<=50K +25,Private,133373,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K +36,Federal-gov,255191,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,1408,40,United-States,<=50K +23,Private,204653,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,72,Dominican-Republic,<=50K +63,Self-emp-inc,222289,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +47,Local-gov,287480,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +40,Self-emp-not-inc,204116,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,2174,0,40,United-States,<=50K +30,Private,29662,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,>50K +27,Private,116358,Some-college,10,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,1980,40,Philippines,<=50K +33,Private,208405,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +34,Local-gov,284843,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,594,0,60,United-States,<=50K +34,Local-gov,117018,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K +23,Private,81281,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +42,Local-gov,340148,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K +29,Private,363425,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +45,Private,45857,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,28,United-States,<=50K +24,Federal-gov,191073,HS-grad,9,Never-married,Armed-Forces,Own-child,White,Male,0,0,40,United-States,<=50K +44,Private,116632,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +27,Private,405855,9th,5,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K +20,Private,298227,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K +44,Private,290521,HS-grad,9,Widowed,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K +51,Private,56915,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K +20,Private,146538,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +19,Private,206399,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K +45,Self-emp-inc,197332,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K +60,Private,245062,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +44,Self-emp-not-inc,234885,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K +40,Private,72887,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +30,Private,180374,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K +38,Private,351299,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,<=50K +23,Private,54012,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K +44,Private,116632,Assoc-acdm,12,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K +54,Local-gov,288825,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K +32,Private,132601,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +50,Private,193374,1st-4th,2,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +24,Private,170070,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K +37,Private,126708,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K +52,Private,35598,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K +38,Private,33983,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +49,Private,192776,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K +30,Private,118551,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,16,United-States,>50K +60,Private,201965,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,>50K +35,Private,285020,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +30,Private,303990,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K +67,Private,49401,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +46,Private,279196,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K +17,Private,211870,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,6,United-States,<=50K +22,Private,281432,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K +27,Private,161155,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +23,Private,197904,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K +33,Private,111746,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Portugal,<=50K +43,Self-emp-not-inc,170721,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +28,State-gov,70100,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K +41,Private,193626,HS-grad,9,Married-spouse-absent,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,189775,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K +59,Local-gov,286967,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +45,Local-gov,164427,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K +38,Private,91039,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K +40,Private,347934,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K +46,Federal-gov,371373,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +35,Private,32220,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K +34,Private,187251,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K +33,Private,178107,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K +41,Private,343121,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,36,United-States,<=50K +20,Private,262749,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K +23,Private,403107,5th-6th,3,Never-married,Other-service,Own-child,White,Male,0,0,40,El-Salvador,<=50K +26,Private,64293,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K +23,Local-gov,324960,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Poland,<=50K +62,Local-gov,114060,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +52,Private,48925,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +58,Private,180980,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,42,France,<=50K +25,Private,181054,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +24,Private,388093,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K +19,Private,249609,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,8,United-States,<=50K +43,Private,112131,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +47,Local-gov,543162,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K +39,Private,91996,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +49,Private,141944,Assoc-voc,11,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,1380,42,United-States,<=50K +32,Private,37070,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +34,Private,337587,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +28,Private,189346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +25,Private,267044,Some-college,10,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K +34,Private,108116,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +38,Self-emp-inc,99146,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,80,United-States,>50K +50,Private,196232,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K +24,Local-gov,248344,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,50,United-States,<=50K +37,Local-gov,186035,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K +44,Private,177905,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,58,United-States,>50K +28,Private,85812,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K +42,Private,221172,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +74,Private,99183,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,9,United-States,<=50K +38,Self-emp-not-inc,190387,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K +44,Self-emp-not-inc,202692,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +44,Private,109339,11th,7,Divorced,Machine-op-inspct,Unmarried,Other,Female,0,0,46,Puerto-Rico,<=50K +26,Private,108658,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +36,Private,197202,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K +41,Private,101739,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K +67,Private,231559,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,48,United-States,>50K +39,Local-gov,207853,12th,8,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K +57,Private,190942,1st-4th,2,Widowed,Priv-house-serv,Not-in-family,Black,Female,0,0,30,United-States,<=50K +29,Private,102345,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +31,Self-emp-inc,41493,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,45,United-States,<=50K +44,Private,210525,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +29,Private,133937,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K +30,Private,237903,Some-college,10,Never-married,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K +27,Private,163862,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +27,Private,201872,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +32,Private,84179,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,45,United-States,<=50K +58,Private,51662,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,8,United-States,<=50K +35,Local-gov,233327,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K +21,Private,259510,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,36,United-States,<=50K +28,Private,184831,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,245724,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +36,Self-emp-not-inc,27053,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +72,Private,205343,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +35,Private,229328,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,<=50K +33,Federal-gov,319560,Assoc-voc,11,Divorced,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,>50K +69,Private,136218,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +35,Private,54576,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +34,Private,148291,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,32,United-States,<=50K +30,Private,152453,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K +28,Private,114053,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K +54,Private,212960,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K +47,Private,264052,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +24,Private,82804,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K +52,Self-emp-not-inc,334273,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +20,Private,27337,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K +43,Self-emp-inc,188436,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,45,United-States,<=50K +45,Private,433665,7th-8th,4,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K +29,Self-emp-not-inc,110663,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K +47,Private,87490,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,42,United-States,<=50K +24,Private,354351,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +51,Private,95469,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +17,Private,242718,11th,7,Never-married,Sales,Own-child,White,Male,0,0,12,United-States,<=50K +37,Private,22463,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,40,United-States,>50K +27,Private,158156,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K +29,Private,350162,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Male,0,0,40,United-States,>50K +36,Self-emp-not-inc,28738,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K +58,Local-gov,283635,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +26,Self-emp-not-inc,86646,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +57,Private,69884,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K +59,Private,199713,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,181659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +31,Self-emp-not-inc,340939,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +21,Private,197747,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K +29,Private,34292,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K +18,Private,156764,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +52,Private,25826,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,47,United-States,>50K +57,Self-emp-inc,103948,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,<=50K +60,Private,39352,7th-8th,4,Never-married,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,>50K +31,Private,168387,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,Canada,>50K +23,Private,117789,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K +27,Private,267147,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K +42,Self-emp-not-inc,214242,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K +25,Private,200408,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,2174,0,40,United-States,<=50K +49,Private,136455,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +32,Private,239824,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +19,Private,217039,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,28,United-States,<=50K +60,Private,51290,7th-8th,4,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +42,Local-gov,175674,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +35,Self-emp-not-inc,194404,Assoc-acdm,12,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K +48,Private,45612,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,37,United-States,<=50K +51,Private,410114,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +29,Private,182521,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K +36,Local-gov,339772,HS-grad,9,Separated,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K +17,Private,169658,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,21,United-States,<=50K +52,Private,200853,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,6849,0,60,United-States,<=50K +24,Private,247564,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +24,Private,249909,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K +26,Local-gov,208122,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,1055,0,40,United-States,<=50K +27,Private,109881,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +39,Private,207824,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,60,United-States,<=50K +30,Private,369027,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,45,United-States,<=50K +50,Self-emp-not-inc,114117,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,32,United-States,<=50K +52,Self-emp-inc,51048,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K +46,Private,102388,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K +23,Private,190483,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +45,Private,462440,11th,7,Widowed,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K +65,Private,109351,9th,5,Widowed,Priv-house-serv,Unmarried,Black,Female,0,0,24,United-States,<=50K +29,Private,34383,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K +47,Private,241832,9th,5,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,El-Salvador,<=50K +30,Private,124187,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,60,United-States,<=50K +34,Private,153614,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K +38,Self-emp-not-inc,267556,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,64,United-States,<=50K +33,Private,205469,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +49,Private,268090,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,26,United-States,>50K +47,Self-emp-not-inc,165039,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +49,Local-gov,120451,10th,6,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +43,Private,154374,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,60,United-States,>50K +30,Private,103649,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,>50K +58,Self-emp-not-inc,35723,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K +19,Private,262601,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,14,United-States,<=50K +21,Private,226181,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Private,175697,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +47,Self-emp-inc,248145,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,Cuba,<=50K +52,Self-emp-not-inc,289436,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +26,Private,75654,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K +60,Private,199378,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +21,Private,160968,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +36,Private,188563,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K +31,Private,55849,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +50,Self-emp-inc,195322,Doctorate,16,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K +31,Local-gov,402089,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +71,Private,78277,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K +30,State-gov,169496,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +20,Private,130959,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K +24,Private,556660,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Male,4101,0,50,United-States,<=50K +35,Private,292472,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K +38,State-gov,143774,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K +27,Private,288341,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,32,United-States,<=50K +29,State-gov,71592,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K +34,Private,106742,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +44,Private,219288,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K +43,Private,174524,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K +44,Self-emp-not-inc,335183,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,>50K +35,Private,261293,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K +27,Private,111900,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +43,Local-gov,194360,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K +20,Private,81145,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K +42,Private,341204,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,8614,0,40,United-States,>50K +27,State-gov,249362,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3411,0,40,United-States,<=50K +42,Private,247019,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K +24,Private,172146,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1721,40,United-States,<=50K +48,Federal-gov,110457,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K +17,Self-emp-not-inc,368700,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K +33,Private,182556,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +50,Self-emp-inc,219420,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +22,Private,240817,HS-grad,9,Never-married,Sales,Own-child,White,Female,2597,0,40,United-States,<=50K +17,Private,102726,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K +32,Private,226267,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K +31,Private,125457,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +58,Self-emp-not-inc,204021,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +29,Local-gov,92262,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,48,United-States,<=50K +37,Private,161141,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,>50K +34,Self-emp-not-inc,190290,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +23,Local-gov,430828,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Male,0,0,40,United-States,<=50K +18,State-gov,59342,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,5,United-States,<=50K +34,Private,136721,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +45,Local-gov,86644,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,55,United-States,<=50K +41,Private,195124,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,Dominican-Republic,<=50K +26,Private,167350,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K +54,Local-gov,113000,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,140027,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,45,United-States,<=50K +42,Private,262425,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +20,Private,316702,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K +23,State-gov,335453,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K +35,Private,203628,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K +31,Private,118710,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,40,United-States,>50K +30,Private,189620,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,Poland,<=50K +19,Private,475028,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +36,Local-gov,110866,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K +31,Private,243605,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,1380,40,Cuba,<=50K +21,Private,163870,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K +31,Self-emp-not-inc,80145,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +46,Private,295566,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Female,25236,0,65,United-States,>50K +44,Private,63042,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Female,0,0,50,United-States,>50K +40,Private,229148,12th,8,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,Jamaica,<=50K +45,Private,242552,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K +60,Private,177665,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K +18,Private,208103,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K +28,Private,296450,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +36,Private,70282,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K +40,Private,144995,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,4386,0,40,United-States,<=50K +36,Local-gov,382635,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,Honduras,<=50K +31,Private,295697,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +33,Private,194141,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +19,State-gov,378418,HS-grad,9,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +22,Private,214399,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K +34,Private,217460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +33,Private,182556,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,125831,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,60,United-States,<=50K +29,Private,271328,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K +50,Local-gov,50459,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K +42,Private,162140,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K +44,Private,111502,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K +20,Private,299047,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K +31,Private,223212,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K +23,Private,352139,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +55,Private,173093,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K +26,Private,181655,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2377,45,United-States,<=50K +25,Private,332702,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K +35,Private,234901,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K +36,Private,131414,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,36,United-States,<=50K +43,State-gov,260960,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +56,Private,156052,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,594,0,20,United-States,<=50K +42,Private,279914,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +19,Private,192453,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K +55,Self-emp-not-inc,200939,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,<=50K +42,Private,151408,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,50,United-States,>50K +26,Private,112847,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K +17,Private,316929,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K +42,Local-gov,126319,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +55,Private,197422,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,40,United-States,>50K +32,Private,267736,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K +29,Private,267034,11th,7,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,Haiti,<=50K +46,State-gov,193047,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,<=50K +29,State-gov,356089,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K +22,Private,223515,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,20,United-States,<=50K +58,Self-emp-not-inc,87510,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,145111,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K +39,Private,48093,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +27,Private,31757,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,38,United-States,<=50K +54,Private,285854,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K +33,Local-gov,120064,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +46,Federal-gov,167381,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K +37,Private,103408,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K +36,Private,101460,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,18,United-States,<=50K +59,Local-gov,420537,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,>50K +34,Local-gov,119411,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Male,0,0,40,Portugal,<=50K +53,Self-emp-inc,128272,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K +51,Private,386773,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,>50K +32,Private,283268,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,42,United-States,<=50K +31,State-gov,301526,Some-college,10,Married-spouse-absent,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K +22,Private,151790,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,Germany,<=50K +47,Self-emp-not-inc,106252,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K +32,Private,188557,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +26,Private,171114,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,38,United-States,<=50K +37,Private,327323,5th-6th,3,Separated,Farming-fishing,Not-in-family,White,Male,0,0,32,Guatemala,<=50K +31,Private,244147,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,55,United-States,<=50K +37,Private,280282,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,24,United-States,>50K +55,Private,116442,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K +23,Local-gov,282579,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,0,56,United-States,<=50K +36,Private,51838,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +43,Private,226902,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +54,Private,279129,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,196690,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,1669,42,United-States,<=50K +40,Private,130760,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +41,Self-emp-not-inc,49572,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K +40,Private,237601,Bachelors,13,Never-married,Sales,Not-in-family,Other,Female,0,0,55,United-States,>50K +42,Private,169628,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,38,United-States,<=50K +61,Self-emp-not-inc,36671,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2352,50,United-States,<=50K +18,Private,231193,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K +48,Private,102102,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K +41,Self-emp-inc,32185,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,211046,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,2463,0,40,United-States,<=50K +60,Private,31577,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K +22,Private,162343,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,20,United-States,<=50K +61,Private,128831,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +25,Private,316688,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +46,Private,90758,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,35,United-States,>50K +43,Private,274363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,England,>50K +43,Private,154538,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +24,Private,106085,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,1721,30,United-States,<=50K +68,Self-emp-not-inc,315859,11th,7,Never-married,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K +31,Private,51471,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K +17,Private,193830,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +32,Private,231043,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,48,United-States,>50K +33,Private,169879,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,47,United-States,>50K +64,Private,270333,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +20,Private,138768,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K +30,Private,191571,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,36,United-States,<=50K +43,Private,94113,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K +22,Private,137510,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +17,Private,32607,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K +47,Self-emp-not-inc,93208,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,75,Italy,<=50K +41,Private,254440,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K +56,Private,186556,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K +64,Private,169871,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +47,Private,191277,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K +48,Private,167159,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K +31,Private,171871,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,46,United-States,<=50K +29,Private,154411,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K +30,Private,129227,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +32,Private,110331,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,60,United-States,<=50K +57,Private,34269,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,653,42,United-States,>50K +62,Private,174355,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +39,Private,680390,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,24,United-States,<=50K +43,Private,233130,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K +24,Self-emp-inc,165474,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K +53,Private,194259,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,4386,0,40,United-States,>50K +26,Private,280093,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +73,Self-emp-not-inc,177387,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +55,Private,105304,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +25,Private,499233,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,180572,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K +24,Private,321435,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +63,Private,86108,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,6,United-States,<=50K +17,Private,198124,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K +35,Private,135162,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K +51,Private,146813,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +62,Local-gov,291175,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K +55,Private,387569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K +43,Private,102895,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +40,Local-gov,33274,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K +37,Private,86551,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +39,Private,138192,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +31,Private,118966,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,18,United-States,<=50K +61,Private,99784,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K +26,Private,90980,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K +46,Self-emp-not-inc,177407,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +26,Private,96467,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +48,State-gov,327886,Doctorate,16,Divorced,Prof-specialty,Own-child,White,Male,0,0,50,United-States,>50K +34,Private,111567,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +34,Local-gov,166545,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K +59,Private,142182,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K +34,Private,188798,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +49,Private,38563,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,56,United-States,>50K +18,Private,216284,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K +43,Private,191547,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K +48,Private,285335,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +28,Self-emp-inc,142712,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K +33,Private,80945,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,309055,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K +21,Private,62339,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +17,Private,368700,11th,7,Never-married,Sales,Own-child,White,Male,0,0,28,United-States,<=50K +39,Private,176186,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K +29,Self-emp-not-inc,266855,Bachelors,13,Separated,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K +44,Private,48087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +24,Private,121313,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K +71,Self-emp-not-inc,143437,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,10605,0,40,United-States,>50K +51,Self-emp-not-inc,160724,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,2415,40,China,>50K +55,Private,282753,5th-6th,3,Divorced,Other-service,Unmarried,Black,Male,0,0,25,United-States,<=50K +41,Private,194636,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K +23,Private,153044,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,7,United-States,<=50K +38,Private,411797,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +39,Private,117683,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K +19,Private,376540,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K +49,Private,72393,9th,5,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +32,Private,270335,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,40,Philippines,>50K +27,Private,96226,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K +38,Private,95336,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +33,Private,258498,Some-college,10,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,60,United-States,<=50K +23,Private,205865,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,28,United-States,<=50K +54,Self-emp-not-inc,406468,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K +29,Private,177119,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,2174,0,45,United-States,<=50K +35,Self-emp-not-inc,372525,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,164170,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,India,<=50K +37,Private,183800,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K +42,Self-emp-not-inc,177307,Prof-school,15,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,>50K +40,Private,170108,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +47,Private,341995,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,55,United-States,<=50K +22,Private,226508,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,50,United-States,<=50K +30,Private,87418,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +28,Private,109165,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +63,Local-gov,28856,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,United-States,<=50K +51,Self-emp-not-inc,175897,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +22,Private,99697,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K +35,Private,152375,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K +46,Private,171550,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K +37,Private,211154,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,52,United-States,<=50K +24,Private,202570,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,15,United-States,<=50K +37,Self-emp-not-inc,168496,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K +53,Private,68898,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,93235,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K +38,Private,278924,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K +53,Self-emp-not-inc,311020,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K +34,Private,175878,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +23,Private,543028,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K +39,Private,202027,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K +43,Private,158926,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,50,South,<=50K +67,Self-emp-inc,76860,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +81,Self-emp-not-inc,136063,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K +21,Private,186648,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K +23,Private,257509,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K +25,Private,98155,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K +42,Private,274198,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,38,Mexico,<=50K +38,Private,97083,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K +32,Private,262153,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +37,Private,214738,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +51,Private,138022,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K +22,Private,91842,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,42,United-States,<=50K +33,Private,373662,1st-4th,2,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K +42,Private,162003,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,55,United-States,<=50K +51,Local-gov,241843,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,375871,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K +37,Private,186934,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,44,United-States,>50K +37,Private,176900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,>50K +47,Private,21906,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K +41,Private,132222,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,40,United-States,>50K +33,Private,143653,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K +31,Private,111567,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K +31,Private,78602,Assoc-acdm,12,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K +35,Private,465507,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K +38,Self-emp-inc,196373,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +18,Private,293227,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K +20,Private,241752,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +54,Local-gov,166398,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K +40,Private,184682,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +36,Self-emp-inc,108293,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,45,United-States,>50K +43,Private,250802,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K +44,Self-emp-not-inc,325159,Some-college,10,Divorced,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K +44,State-gov,174675,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +43,Private,227065,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K +51,Private,269080,7th-8th,4,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +18,Private,177722,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +51,Private,133461,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +44,Self-emp-inc,398473,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K +33,Local-gov,298785,10th,6,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Self-emp-not-inc,123424,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +42,Private,176286,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +25,Private,150062,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K +32,Private,169240,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K +32,Private,288273,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,Mexico,<=50K +36,Private,526968,10th,6,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +28,Private,57066,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +20,Private,323573,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +35,Self-emp-inc,368825,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K +55,Self-emp-not-inc,189721,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +48,Private,164966,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K +34,Private,202046,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K +28,Private,161538,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K +67,Private,105252,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Male,0,2392,40,United-States,>50K +37,Private,200153,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +44,Private,32185,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,70,United-States,<=50K +25,Private,178326,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +21,Private,255957,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,4101,0,40,United-States,<=50K +40,State-gov,188693,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K +78,Private,182977,HS-grad,9,Widowed,Other-service,Not-in-family,Black,Female,2964,0,40,United-States,<=50K +34,Private,159929,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +49,Private,123207,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K +22,Private,284317,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +60,Self-emp-not-inc,154474,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,42,United-States,<=50K +45,Local-gov,318280,HS-grad,9,Widowed,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K +63,Private,254907,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K +41,Private,349221,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,0,35,United-States,<=50K +47,Private,335973,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +44,Private,126701,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +51,Private,122159,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,3325,0,40,United-States,<=50K +46,Private,187370,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1504,40,United-States,<=50K +41,Private,194636,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +50,Self-emp-not-inc,124793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K +47,Private,192835,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K +35,Private,290226,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K +56,Private,112840,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +45,Private,89325,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K +48,Federal-gov,33109,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,58,United-States,>50K +40,Private,82465,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2580,0,40,United-States,<=50K +39,Self-emp-inc,329980,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K +20,Private,148294,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +50,Private,168212,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,65,United-States,>50K +38,State-gov,343642,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +23,Local-gov,115244,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K +31,Private,162572,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K +58,Private,356067,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +66,Private,271567,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +39,Self-emp-inc,180804,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +54,Self-emp-not-inc,123011,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,52,United-States,>50K +26,Private,109186,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,<=50K +51,Private,220537,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +34,Private,124827,Assoc-voc,11,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +50,Private,767403,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K +42,Private,118494,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K +38,Private,173208,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K +48,Private,107373,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +33,Private,26973,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K +51,Private,191965,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K +22,Private,122346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,198316,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,Japan,<=50K +48,Local-gov,123075,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K +42,Private,209370,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K +34,Private,33117,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,129042,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K +56,Private,169133,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Yugoslavia,<=50K +45,Private,368561,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +48,Private,207848,10th,6,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K +48,Self-emp-inc,138370,Masters,14,Married-spouse-absent,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,India,<=50K +31,Private,93106,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +20,State-gov,223515,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,1719,20,United-States,<=50K +27,Private,389713,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +32,Private,206365,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K +37,Private,123785,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,75,United-States,<=50K +34,Private,289984,HS-grad,9,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K +90,Private,137018,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +23,Private,137994,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K +43,Private,341204,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +44,Private,167005,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K +24,Private,34446,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,37,United-States,<=50K +28,Private,187160,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,0,0,55,United-States,<=50K +23,Private,217961,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +20,Private,74631,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K +36,Private,156667,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K +61,Private,125155,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +53,Self-emp-not-inc,263925,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Canada,>50K +30,Private,296453,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K +52,Self-emp-not-inc,44728,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K +38,Private,193026,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,Iran,<=50K +32,Private,87643,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K +30,Self-emp-not-inc,106742,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,<=50K +41,Private,302122,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K +49,Local-gov,193960,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K +45,Private,185385,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,>50K +43,Self-emp-not-inc,277647,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K +61,Private,128848,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3471,0,40,United-States,<=50K +54,Private,377701,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,32,Mexico,<=50K +34,Private,157886,Assoc-acdm,12,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +49,Private,175958,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K +38,Private,223004,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +35,Private,199352,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,80,United-States,>50K +36,Private,29984,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +30,Private,181651,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +36,Private,117312,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,60,United-States,<=50K +22,Local-gov,34029,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K +38,Private,132879,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K +37,Private,215310,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K +48,State-gov,55863,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,46,United-States,>50K +17,Private,220384,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K +19,Self-emp-not-inc,36012,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K +27,Private,137645,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,1590,40,United-States,<=50K +22,Private,191342,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,50,Taiwan,<=50K +49,Private,31339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +43,State-gov,227910,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +43,Private,173728,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K +19,Local-gov,167816,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K +58,Self-emp-not-inc,81642,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K +41,Local-gov,195258,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +31,Private,232475,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K diff --git a/testdata/adult/adult_clean.csv b/testdata/adult/adult_clean.csv new file mode 100644 index 000000000..2a56074fc --- /dev/null +++ b/testdata/adult/adult_clean.csv @@ -0,0 +1,15001 @@ +tid,attribute,correct_val +0,age,39 +0,workclass,State-gov +0,fnlwgt,77516 +0,education,Bachelors +0,education_num,13 +0,marital_status,Never-married +0,occupation,Adm-clerical +0,relationship,Not-in-family +0,race,White +0,sex,Male +0,capital_gain,2174 +0,capital_loss,0 +0,hours_per_week,40 +0,native_country,United-States +0,salary,<=50K +1,age,50 +1,workclass,Self-emp-not-inc +1,fnlwgt,83311 +1,education,Bachelors +1,education_num,13 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+10,native_country,United-States +10,salary,>50K +11,age,30 +11,workclass,State-gov +11,fnlwgt,141297 +11,education,Bachelors +11,education_num,13 +11,marital_status,Married-civ-spouse +11,occupation,Prof-specialty +11,relationship,Husband +11,race,Asian-Pac-Islander +11,sex,Male +11,capital_gain,0 +11,capital_loss,0 +11,hours_per_week,40 +11,native_country,India +11,salary,>50K +12,age,23 +12,workclass,Private +12,fnlwgt,122272 +12,education,Bachelors +12,education_num,13 +12,marital_status,Never-married +12,occupation,Adm-clerical +12,relationship,Own-child +12,race,White +12,sex,Female +12,capital_gain,0 +12,capital_loss,0 +12,hours_per_week,30 +12,native_country,United-States +12,salary,<=50K +13,age,32 +13,workclass,Private +13,fnlwgt,205019 +13,education,Assoc-acdm +13,education_num,12 +13,marital_status,Never-married +13,occupation,Sales +13,relationship,Not-in-family +13,race,Black +13,sex,Male +13,capital_gain,0 +13,capital_loss,0 +13,hours_per_week,50 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+26,education,HS-grad +26,education_num,9 +26,marital_status,Divorced +26,occupation,Exec-managerial +26,relationship,Not-in-family +26,race,White +26,sex,Male +26,capital_gain,0 +26,capital_loss,0 +26,hours_per_week,80 +26,native_country,United-States +26,salary,<=50K +27,age,49 +27,workclass,Private +27,fnlwgt,193366 +27,education,HS-grad +27,education_num,9 +27,marital_status,Married-civ-spouse +27,occupation,Craft-repair +27,relationship,Husband +27,race,White +27,sex,Male +27,capital_gain,0 +27,capital_loss,0 +27,hours_per_week,40 +27,native_country,United-States +27,salary,<=50K +28,age,23 +28,workclass,Local-gov +28,fnlwgt,190709 +28,education,Assoc-acdm +28,education_num,12 +28,marital_status,Never-married +28,occupation,Protective-serv +28,relationship,Not-in-family +28,race,White +28,sex,Male +28,capital_gain,0 +28,capital_loss,0 +28,hours_per_week,52 +28,native_country,United-States +28,salary,<=50K +29,age,20 +29,workclass,Private +29,fnlwgt,266015 +29,education,Some-college +29,education_num,10 +29,marital_status,Never-married +29,occupation,Sales +29,relationship,Own-child +29,race,Black +29,sex,Male +29,capital_gain,0 +29,capital_loss,0 +29,hours_per_week,44 +29,native_country,United-States +29,salary,<=50K +30,age,45 +30,workclass,Private +30,fnlwgt,386940 +30,education,Bachelors +30,education_num,13 +30,marital_status,Divorced +30,occupation,Exec-managerial +30,relationship,Own-child +30,race,White +30,sex,Male +30,capital_gain,0 +30,capital_loss,1408 +30,hours_per_week,40 +30,native_country,United-States +30,salary,<=50K +31,age,30 +31,workclass,Federal-gov +31,fnlwgt,59951 +31,education,Some-college +31,education_num,10 +31,marital_status,Married-civ-spouse +31,occupation,Adm-clerical +31,relationship,Own-child +31,race,White +31,sex,Male +31,capital_gain,0 +31,capital_loss,0 +31,hours_per_week,40 +31,native_country,United-States +31,salary,<=50K +32,age,22 +32,workclass,State-gov +32,fnlwgt,311512 +32,education,Some-college +32,education_num,10 +32,marital_status,Married-civ-spouse +32,occupation,Other-service +32,relationship,Husband +32,race,Black +32,sex,Male +32,capital_gain,0 +32,capital_loss,0 +32,hours_per_week,15 +32,native_country,United-States +32,salary,<=50K +33,age,48 +33,workclass,Private +33,fnlwgt,242406 +33,education,11th +33,education_num,7 +33,marital_status,Never-married +33,occupation,Machine-op-inspct +33,relationship,Unmarried +33,race,White +33,sex,Male +33,capital_gain,0 +33,capital_loss,0 +33,hours_per_week,40 +33,native_country,Puerto-Rico +33,salary,<=50K +34,age,21 +34,workclass,Private +34,fnlwgt,197200 +34,education,Some-college +34,education_num,10 +34,marital_status,Never-married +34,occupation,Machine-op-inspct +34,relationship,Own-child +34,race,White +34,sex,Male +34,capital_gain,0 +34,capital_loss,0 +34,hours_per_week,40 +34,native_country,United-States +34,salary,<=50K +35,age,19 +35,workclass,Private +35,fnlwgt,544091 +35,education,HS-grad +35,education_num,9 +35,marital_status,Married-AF-spouse +35,occupation,Adm-clerical +35,relationship,Wife +35,race,White +35,sex,Female +35,capital_gain,0 +35,capital_loss,0 +35,hours_per_week,25 +35,native_country,United-States +35,salary,<=50K +36,age,48 +36,workclass,Self-emp-not-inc +36,fnlwgt,265477 +36,education,Assoc-acdm +36,education_num,12 +36,marital_status,Married-civ-spouse +36,occupation,Prof-specialty +36,relationship,Husband +36,race,White +36,sex,Male +36,capital_gain,0 +36,capital_loss,0 +36,hours_per_week,40 +36,native_country,United-States +36,salary,<=50K +37,age,31 +37,workclass,Private +37,fnlwgt,507875 +37,education,9th +37,education_num,5 +37,marital_status,Married-civ-spouse +37,occupation,Machine-op-inspct +37,relationship,Husband +37,race,White +37,sex,Male +37,capital_gain,0 +37,capital_loss,0 +37,hours_per_week,43 +37,native_country,United-States +37,salary,<=50K +38,age,53 +38,workclass,Self-emp-not-inc +38,fnlwgt,88506 +38,education,Bachelors +38,education_num,13 +38,marital_status,Married-civ-spouse +38,occupation,Prof-specialty +38,relationship,Husband +38,race,White +38,sex,Male +38,capital_gain,0 +38,capital_loss,0 +38,hours_per_week,40 +38,native_country,United-States +38,salary,<=50K +39,age,24 +39,workclass,Private +39,fnlwgt,172987 +39,education,Bachelors +39,education_num,13 +39,marital_status,Married-civ-spouse +39,occupation,Tech-support +39,relationship,Husband +39,race,White +39,sex,Male +39,capital_gain,0 +39,capital_loss,0 +39,hours_per_week,50 +39,native_country,United-States +39,salary,<=50K +40,age,49 +40,workclass,Private +40,fnlwgt,94638 +40,education,HS-grad +40,education_num,9 +40,marital_status,Separated +40,occupation,Adm-clerical +40,relationship,Unmarried +40,race,White +40,sex,Female +40,capital_gain,0 +40,capital_loss,0 +40,hours_per_week,40 +40,native_country,United-States +40,salary,<=50K +41,age,25 +41,workclass,Private +41,fnlwgt,289980 +41,education,HS-grad +41,education_num,9 +41,marital_status,Never-married +41,occupation,Handlers-cleaners +41,relationship,Not-in-family +41,race,White +41,sex,Male +41,capital_gain,0 +41,capital_loss,0 +41,hours_per_week,35 +41,native_country,United-States +41,salary,<=50K +42,age,57 +42,workclass,Federal-gov +42,fnlwgt,337895 +42,education,Bachelors +42,education_num,13 +42,marital_status,Married-civ-spouse +42,occupation,Prof-specialty +42,relationship,Husband +42,race,Black +42,sex,Male +42,capital_gain,0 +42,capital_loss,0 +42,hours_per_week,40 +42,native_country,United-States +42,salary,>50K +43,age,53 +43,workclass,Private +43,fnlwgt,144361 +43,education,HS-grad +43,education_num,9 +43,marital_status,Married-civ-spouse +43,occupation,Machine-op-inspct +43,relationship,Husband +43,race,White +43,sex,Male +43,capital_gain,0 +43,capital_loss,0 +43,hours_per_week,38 +43,native_country,United-States +43,salary,<=50K +44,age,44 +44,workclass,Private +44,fnlwgt,128354 +44,education,Masters +44,education_num,14 +44,marital_status,Divorced +44,occupation,Exec-managerial +44,relationship,Unmarried +44,race,White +44,sex,Female +44,capital_gain,0 +44,capital_loss,0 +44,hours_per_week,40 +44,native_country,United-States +44,salary,<=50K +45,age,41 +45,workclass,State-gov +45,fnlwgt,101603 +45,education,Assoc-voc +45,education_num,11 +45,marital_status,Married-civ-spouse +45,occupation,Craft-repair +45,relationship,Husband +45,race,White +45,sex,Male +45,capital_gain,0 +45,capital_loss,0 +45,hours_per_week,40 +45,native_country,United-States +45,salary,<=50K +46,age,29 +46,workclass,Private +46,fnlwgt,271466 +46,education,Assoc-voc +46,education_num,11 +46,marital_status,Never-married +46,occupation,Prof-specialty +46,relationship,Not-in-family +46,race,White +46,sex,Male +46,capital_gain,0 +46,capital_loss,0 +46,hours_per_week,43 +46,native_country,United-States +46,salary,<=50K +47,age,25 +47,workclass,Private +47,fnlwgt,32275 +47,education,Some-college +47,education_num,10 +47,marital_status,Married-civ-spouse +47,occupation,Exec-managerial +47,relationship,Wife +47,race,Other +47,sex,Female +47,capital_gain,0 +47,capital_loss,0 +47,hours_per_week,40 +47,native_country,United-States +47,salary,<=50K +48,age,47 +48,workclass,Private +48,fnlwgt,51835 +48,education,Prof-school +48,education_num,15 +48,marital_status,Married-civ-spouse +48,occupation,Prof-specialty +48,relationship,Wife +48,race,White +48,sex,Female +48,capital_gain,0 +48,capital_loss,1902 +48,hours_per_week,60 +48,native_country,Honduras +48,salary,>50K +49,age,50 +49,workclass,Federal-gov +49,fnlwgt,251585 +49,education,Bachelors +49,education_num,13 +49,marital_status,Divorced +49,occupation,Exec-managerial +49,relationship,Not-in-family +49,race,White +49,sex,Male +49,capital_gain,0 +49,capital_loss,0 +49,hours_per_week,55 +49,native_country,United-States +49,salary,>50K +50,age,47 +50,workclass,Self-emp-inc +50,fnlwgt,109832 +50,education,HS-grad +50,education_num,9 +50,marital_status,Divorced +50,occupation,Exec-managerial +50,relationship,Not-in-family +50,race,White +50,sex,Male +50,capital_gain,0 +50,capital_loss,0 +50,hours_per_week,60 +50,native_country,United-States +50,salary,<=50K +51,age,43 +51,workclass,Private +51,fnlwgt,237993 +51,education,Some-college +51,education_num,10 +51,marital_status,Married-civ-spouse +51,occupation,Tech-support +51,relationship,Husband +51,race,White +51,sex,Male +51,capital_gain,0 +51,capital_loss,0 +51,hours_per_week,40 +51,native_country,United-States +51,salary,>50K +52,age,46 +52,workclass,Private +52,fnlwgt,216666 +52,education,5th-6th +52,education_num,3 +52,marital_status,Married-civ-spouse +52,occupation,Machine-op-inspct +52,relationship,Husband +52,race,White +52,sex,Male +52,capital_gain,0 +52,capital_loss,0 +52,hours_per_week,40 +52,native_country,Mexico +52,salary,<=50K +53,age,35 +53,workclass,Private +53,fnlwgt,56352 +53,education,Assoc-voc +53,education_num,11 +53,marital_status,Married-civ-spouse +53,occupation,Other-service +53,relationship,Husband +53,race,White +53,sex,Male +53,capital_gain,0 +53,capital_loss,0 +53,hours_per_week,40 +53,native_country,Puerto-Rico +53,salary,<=50K +54,age,41 +54,workclass,Private +54,fnlwgt,147372 +54,education,HS-grad +54,education_num,9 +54,marital_status,Married-civ-spouse +54,occupation,Adm-clerical +54,relationship,Husband +54,race,White +54,sex,Male +54,capital_gain,0 +54,capital_loss,0 +54,hours_per_week,48 +54,native_country,United-States +54,salary,<=50K +55,age,30 +55,workclass,Private +55,fnlwgt,188146 +55,education,HS-grad +55,education_num,9 +55,marital_status,Married-civ-spouse +55,occupation,Machine-op-inspct +55,relationship,Husband +55,race,White +55,sex,Male +55,capital_gain,5013 +55,capital_loss,0 +55,hours_per_week,40 +55,native_country,United-States +55,salary,<=50K +56,age,30 +56,workclass,Private +56,fnlwgt,59496 +56,education,Bachelors +56,education_num,13 +56,marital_status,Married-civ-spouse +56,occupation,Sales +56,relationship,Husband +56,race,White +56,sex,Male +56,capital_gain,2407 +56,capital_loss,0 +56,hours_per_week,40 +56,native_country,United-States +56,salary,<=50K +57,age,48 +57,workclass,Private +57,fnlwgt,149640 +57,education,HS-grad +57,education_num,9 +57,marital_status,Married-civ-spouse +57,occupation,Transport-moving +57,relationship,Husband +57,race,White +57,sex,Male +57,capital_gain,0 +57,capital_loss,0 +57,hours_per_week,40 +57,native_country,United-States +57,salary,<=50K +58,age,42 +58,workclass,Private +58,fnlwgt,116632 +58,education,Doctorate +58,education_num,16 +58,marital_status,Married-civ-spouse +58,occupation,Prof-specialty +58,relationship,Husband +58,race,White +58,sex,Male +58,capital_gain,0 +58,capital_loss,0 +58,hours_per_week,45 +58,native_country,United-States +58,salary,>50K +59,age,29 +59,workclass,Private +59,fnlwgt,105598 +59,education,Some-college +59,education_num,10 +59,marital_status,Divorced +59,occupation,Tech-support +59,relationship,Not-in-family +59,race,White +59,sex,Male +59,capital_gain,0 +59,capital_loss,0 +59,hours_per_week,58 +59,native_country,United-States +59,salary,<=50K +60,age,36 +60,workclass,Private +60,fnlwgt,155537 +60,education,HS-grad +60,education_num,9 +60,marital_status,Married-civ-spouse +60,occupation,Craft-repair +60,relationship,Husband +60,race,White +60,sex,Male +60,capital_gain,0 +60,capital_loss,0 +60,hours_per_week,40 +60,native_country,United-States +60,salary,<=50K +61,age,28 +61,workclass,Private +61,fnlwgt,183175 +61,education,Some-college +61,education_num,10 +61,marital_status,Divorced +61,occupation,Adm-clerical +61,relationship,Not-in-family +61,race,White +61,sex,Female +61,capital_gain,0 +61,capital_loss,0 +61,hours_per_week,40 +61,native_country,United-States +61,salary,<=50K +62,age,53 +62,workclass,Private +62,fnlwgt,169846 +62,education,HS-grad +62,education_num,9 +62,marital_status,Married-civ-spouse +62,occupation,Adm-clerical +62,relationship,Wife +62,race,White +62,sex,Female +62,capital_gain,0 +62,capital_loss,0 +62,hours_per_week,40 +62,native_country,United-States +62,salary,>50K +63,age,49 +63,workclass,Self-emp-inc +63,fnlwgt,191681 +63,education,Some-college +63,education_num,10 +63,marital_status,Married-civ-spouse +63,occupation,Exec-managerial +63,relationship,Husband +63,race,White +63,sex,Male +63,capital_gain,0 +63,capital_loss,0 +63,hours_per_week,50 +63,native_country,United-States +63,salary,>50K +64,age,19 +64,workclass,Private +64,fnlwgt,101509 +64,education,Some-college +64,education_num,10 +64,marital_status,Never-married +64,occupation,Prof-specialty +64,relationship,Own-child +64,race,White +64,sex,Male +64,capital_gain,0 +64,capital_loss,0 +64,hours_per_week,32 +64,native_country,United-States +64,salary,<=50K +65,age,31 +65,workclass,Private +65,fnlwgt,309974 +65,education,Bachelors +65,education_num,13 +65,marital_status,Separated +65,occupation,Sales +65,relationship,Own-child +65,race,Black +65,sex,Female +65,capital_gain,0 +65,capital_loss,0 +65,hours_per_week,40 +65,native_country,United-States +65,salary,<=50K +66,age,29 +66,workclass,Self-emp-not-inc +66,fnlwgt,162298 +66,education,Bachelors +66,education_num,13 +66,marital_status,Married-civ-spouse +66,occupation,Sales +66,relationship,Husband +66,race,White +66,sex,Male +66,capital_gain,0 +66,capital_loss,0 +66,hours_per_week,70 +66,native_country,United-States +66,salary,>50K +67,age,23 +67,workclass,Private +67,fnlwgt,211678 +67,education,Some-college +67,education_num,10 +67,marital_status,Never-married +67,occupation,Machine-op-inspct +67,relationship,Not-in-family +67,race,White +67,sex,Male +67,capital_gain,0 +67,capital_loss,0 +67,hours_per_week,40 +67,native_country,United-States +67,salary,<=50K +68,age,79 +68,workclass,Private +68,fnlwgt,124744 +68,education,Some-college +68,education_num,10 +68,marital_status,Married-civ-spouse +68,occupation,Prof-specialty +68,relationship,Other-relative +68,race,White +68,sex,Male +68,capital_gain,0 +68,capital_loss,0 +68,hours_per_week,20 +68,native_country,United-States +68,salary,<=50K +69,age,27 +69,workclass,Private +69,fnlwgt,213921 +69,education,HS-grad +69,education_num,9 +69,marital_status,Never-married +69,occupation,Other-service +69,relationship,Own-child +69,race,White +69,sex,Male +69,capital_gain,0 +69,capital_loss,0 +69,hours_per_week,40 +69,native_country,Mexico +69,salary,<=50K +70,age,40 +70,workclass,Private +70,fnlwgt,32214 +70,education,Assoc-acdm +70,education_num,12 +70,marital_status,Married-civ-spouse +70,occupation,Adm-clerical +70,relationship,Husband +70,race,White +70,sex,Male +70,capital_gain,0 +70,capital_loss,0 +70,hours_per_week,40 +70,native_country,United-States +70,salary,<=50K +71,age,18 +71,workclass,Private +71,fnlwgt,309634 +71,education,11th +71,education_num,7 +71,marital_status,Never-married +71,occupation,Other-service +71,relationship,Own-child +71,race,White +71,sex,Female +71,capital_gain,0 +71,capital_loss,0 +71,hours_per_week,22 +71,native_country,United-States +71,salary,<=50K +72,age,31 +72,workclass,Local-gov +72,fnlwgt,125927 +72,education,7th-8th +72,education_num,4 +72,marital_status,Married-civ-spouse +72,occupation,Farming-fishing +72,relationship,Husband +72,race,White +72,sex,Male +72,capital_gain,0 +72,capital_loss,0 +72,hours_per_week,40 +72,native_country,United-States +72,salary,<=50K +73,age,18 +73,workclass,Private +73,fnlwgt,446839 +73,education,HS-grad +73,education_num,9 +73,marital_status,Never-married +73,occupation,Sales +73,relationship,Not-in-family +73,race,White +73,sex,Male +73,capital_gain,0 +73,capital_loss,0 +73,hours_per_week,30 +73,native_country,United-States +73,salary,<=50K +74,age,52 +74,workclass,Private +74,fnlwgt,276515 +74,education,Bachelors +74,education_num,13 +74,marital_status,Married-civ-spouse 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+77,race,White +77,sex,Female +77,capital_gain,14344 +77,capital_loss,0 +77,hours_per_week,40 +77,native_country,United-States +77,salary,>50K +78,age,53 +78,workclass,Private +78,fnlwgt,346253 +78,education,HS-grad +78,education_num,9 +78,marital_status,Divorced +78,occupation,Sales +78,relationship,Own-child +78,race,White +78,sex,Female +78,capital_gain,0 +78,capital_loss,0 +78,hours_per_week,35 +78,native_country,United-States +78,salary,<=50K +79,age,49 +79,workclass,Local-gov +79,fnlwgt,268234 +79,education,HS-grad +79,education_num,9 +79,marital_status,Married-civ-spouse +79,occupation,Protective-serv +79,relationship,Husband +79,race,White +79,sex,Male +79,capital_gain,0 +79,capital_loss,0 +79,hours_per_week,40 +79,native_country,United-States +79,salary,>50K +80,age,33 +80,workclass,Private +80,fnlwgt,202051 +80,education,Masters +80,education_num,14 +80,marital_status,Married-civ-spouse +80,occupation,Prof-specialty +80,relationship,Husband +80,race,White +80,sex,Male +80,capital_gain,0 +80,capital_loss,0 +80,hours_per_week,50 +80,native_country,United-States +80,salary,<=50K +81,age,30 +81,workclass,Private +81,fnlwgt,54334 +81,education,9th +81,education_num,5 +81,marital_status,Never-married +81,occupation,Sales +81,relationship,Not-in-family +81,race,White +81,sex,Male +81,capital_gain,0 +81,capital_loss,0 +81,hours_per_week,40 +81,native_country,United-States +81,salary,<=50K +82,age,43 +82,workclass,Federal-gov +82,fnlwgt,410867 +82,education,Doctorate +82,education_num,16 +82,marital_status,Never-married +82,occupation,Prof-specialty +82,relationship,Not-in-family +82,race,White +82,sex,Female +82,capital_gain,0 +82,capital_loss,0 +82,hours_per_week,50 +82,native_country,United-States +82,salary,>50K +83,age,57 +83,workclass,Private +83,fnlwgt,249977 +83,education,Assoc-voc +83,education_num,11 +83,marital_status,Married-civ-spouse +83,occupation,Prof-specialty +83,relationship,Husband +83,race,White +83,sex,Male +83,capital_gain,0 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+560,hours_per_week,60 +560,native_country,United-States +560,salary,<=50K +561,age,24 +561,workclass,Private +561,fnlwgt,247564 +561,education,HS-grad +561,education_num,9 +561,marital_status,Never-married +561,occupation,Craft-repair +561,relationship,Not-in-family +561,race,White +561,sex,Male +561,capital_gain,0 +561,capital_loss,0 +561,hours_per_week,40 +561,native_country,United-States +561,salary,<=50K +562,age,24 +562,workclass,Private +562,fnlwgt,249909 +562,education,HS-grad +562,education_num,9 +562,marital_status,Married-civ-spouse +562,occupation,Handlers-cleaners +562,relationship,Husband +562,race,White +562,sex,Male +562,capital_gain,0 +562,capital_loss,0 +562,hours_per_week,50 +562,native_country,United-States +562,salary,<=50K +563,age,26 +563,workclass,Local-gov +563,fnlwgt,208122 +563,education,Bachelors +563,education_num,13 +563,marital_status,Never-married +563,occupation,Prof-specialty +563,relationship,Own-child +563,race,White +563,sex,Male +563,capital_gain,1055 +563,capital_loss,0 +563,hours_per_week,40 +563,native_country,United-States +563,salary,<=50K +564,age,27 +564,workclass,Private +564,fnlwgt,109881 +564,education,Bachelors +564,education_num,13 +564,marital_status,Never-married +564,occupation,Other-service +564,relationship,Own-child +564,race,White +564,sex,Female +564,capital_gain,0 +564,capital_loss,0 +564,hours_per_week,20 +564,native_country,United-States +564,salary,<=50K +565,age,39 +565,workclass,Private +565,fnlwgt,207824 +565,education,HS-grad +565,education_num,9 +565,marital_status,Never-married +565,occupation,Handlers-cleaners +565,relationship,Own-child +565,race,White +565,sex,Male +565,capital_gain,0 +565,capital_loss,0 +565,hours_per_week,60 +565,native_country,United-States +565,salary,<=50K +566,age,30 +566,workclass,Private +566,fnlwgt,369027 +566,education,HS-grad +566,education_num,9 +566,marital_status,Married-civ-spouse +566,occupation,Transport-moving +566,relationship,Husband 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+770,marital_status,Widowed +770,occupation,Farming-fishing +770,relationship,Not-in-family +770,race,White +770,sex,Male +770,capital_gain,0 +770,capital_loss,0 +770,hours_per_week,6 +770,native_country,United-States +770,salary,<=50K +771,age,17 +771,workclass,Private +771,fnlwgt,198124 +771,education,11th +771,education_num,7 +771,marital_status,Never-married +771,occupation,Sales +771,relationship,Own-child +771,race,White +771,sex,Male +771,capital_gain,0 +771,capital_loss,0 +771,hours_per_week,20 +771,native_country,United-States +771,salary,<=50K +772,age,35 +772,workclass,Private +772,fnlwgt,135162 +772,education,Some-college +772,education_num,10 +772,marital_status,Married-civ-spouse +772,occupation,Craft-repair +772,relationship,Husband +772,race,White +772,sex,Male +772,capital_gain,0 +772,capital_loss,0 +772,hours_per_week,50 +772,native_country,United-States +772,salary,<=50K +773,age,51 +773,workclass,Private +773,fnlwgt,146813 +773,education,Some-college 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+779,fnlwgt,138192 +779,education,Bachelors +779,education_num,13 +779,marital_status,Married-civ-spouse +779,occupation,Craft-repair +779,relationship,Husband +779,race,White +779,sex,Male +779,capital_gain,0 +779,capital_loss,0 +779,hours_per_week,40 +779,native_country,United-States +779,salary,<=50K +780,age,31 +780,workclass,Private +780,fnlwgt,118966 +780,education,HS-grad +780,education_num,9 +780,marital_status,Never-married +780,occupation,Craft-repair +780,relationship,Own-child +780,race,White +780,sex,Male +780,capital_gain,0 +780,capital_loss,0 +780,hours_per_week,18 +780,native_country,United-States +780,salary,<=50K +781,age,61 +781,workclass,Private +781,fnlwgt,99784 +781,education,Masters +781,education_num,14 +781,marital_status,Widowed +781,occupation,Prof-specialty +781,relationship,Not-in-family +781,race,White +781,sex,Female +781,capital_gain,0 +781,capital_loss,0 +781,hours_per_week,40 +781,native_country,United-States +781,salary,>50K +782,age,26 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+784,salary,<=50K +785,age,48 +785,workclass,State-gov +785,fnlwgt,327886 +785,education,Doctorate +785,education_num,16 +785,marital_status,Divorced +785,occupation,Prof-specialty +785,relationship,Own-child +785,race,White +785,sex,Male +785,capital_gain,0 +785,capital_loss,0 +785,hours_per_week,50 +785,native_country,United-States +785,salary,>50K +786,age,34 +786,workclass,Private +786,fnlwgt,111567 +786,education,HS-grad +786,education_num,9 +786,marital_status,Never-married +786,occupation,Transport-moving +786,relationship,Own-child +786,race,White +786,sex,Male +786,capital_gain,0 +786,capital_loss,0 +786,hours_per_week,40 +786,native_country,United-States +786,salary,<=50K +787,age,34 +787,workclass,Local-gov +787,fnlwgt,166545 +787,education,HS-grad +787,education_num,9 +787,marital_status,Never-married +787,occupation,Adm-clerical +787,relationship,Own-child +787,race,White +787,sex,Female +787,capital_gain,0 +787,capital_loss,0 +787,hours_per_week,40 +787,native_country,United-States +787,salary,<=50K +788,age,59 +788,workclass,Private +788,fnlwgt,142182 +788,education,HS-grad +788,education_num,9 +788,marital_status,Married-civ-spouse +788,occupation,Other-service +788,relationship,Husband +788,race,White +788,sex,Male +788,capital_gain,0 +788,capital_loss,0 +788,hours_per_week,40 +788,native_country,United-States +788,salary,>50K +789,age,34 +789,workclass,Private +789,fnlwgt,188798 +789,education,Bachelors +789,education_num,13 +789,marital_status,Never-married +789,occupation,Prof-specialty +789,relationship,Own-child +789,race,White +789,sex,Female +789,capital_gain,0 +789,capital_loss,0 +789,hours_per_week,40 +789,native_country,United-States +789,salary,<=50K +790,age,49 +790,workclass,Private +790,fnlwgt,38563 +790,education,Bachelors +790,education_num,13 +790,marital_status,Never-married +790,occupation,Exec-managerial +790,relationship,Not-in-family +790,race,White +790,sex,Female +790,capital_gain,0 +790,capital_loss,0 +790,hours_per_week,56 +790,native_country,United-States +790,salary,>50K +791,age,18 +791,workclass,Private +791,fnlwgt,216284 +791,education,11th +791,education_num,7 +791,marital_status,Never-married +791,occupation,Adm-clerical +791,relationship,Own-child +791,race,White +791,sex,Female +791,capital_gain,0 +791,capital_loss,0 +791,hours_per_week,20 +791,native_country,United-States +791,salary,<=50K +792,age,43 +792,workclass,Private +792,fnlwgt,191547 +792,education,HS-grad +792,education_num,9 +792,marital_status,Married-civ-spouse +792,occupation,Farming-fishing +792,relationship,Husband +792,race,White +792,sex,Male +792,capital_gain,0 +792,capital_loss,0 +792,hours_per_week,40 +792,native_country,Mexico +792,salary,<=50K +793,age,48 +793,workclass,Private +793,fnlwgt,285335 +793,education,11th +793,education_num,7 +793,marital_status,Married-civ-spouse +793,occupation,Exec-managerial +793,relationship,Husband +793,race,White +793,sex,Male +793,capital_gain,0 +793,capital_loss,0 +793,hours_per_week,50 +793,native_country,United-States +793,salary,<=50K +794,age,28 +794,workclass,Self-emp-inc +794,fnlwgt,142712 +794,education,Some-college +794,education_num,10 +794,marital_status,Married-civ-spouse +794,occupation,Exec-managerial +794,relationship,Husband +794,race,White +794,sex,Male +794,capital_gain,0 +794,capital_loss,0 +794,hours_per_week,70 +794,native_country,United-States +794,salary,<=50K +795,age,33 +795,workclass,Private +795,fnlwgt,80945 +795,education,HS-grad +795,education_num,9 +795,marital_status,Married-civ-spouse +795,occupation,Machine-op-inspct +795,relationship,Husband +795,race,White +795,sex,Male +795,capital_gain,0 +795,capital_loss,0 +795,hours_per_week,40 +795,native_country,United-States +795,salary,<=50K +796,age,24 +796,workclass,Private +796,fnlwgt,309055 +796,education,Some-college +796,education_num,10 +796,marital_status,Never-married +796,occupation,Sales +796,relationship,Not-in-family +796,race,White 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+799,race,White +799,sex,Male +799,capital_gain,0 +799,capital_loss,0 +799,hours_per_week,50 +799,native_country,United-States +799,salary,>50K +800,age,29 +800,workclass,Self-emp-not-inc +800,fnlwgt,266855 +800,education,Bachelors +800,education_num,13 +800,marital_status,Separated +800,occupation,Prof-specialty +800,relationship,Own-child +800,race,White +800,sex,Male +800,capital_gain,0 +800,capital_loss,0 +800,hours_per_week,40 +800,native_country,United-States +800,salary,<=50K +801,age,44 +801,workclass,Private +801,fnlwgt,48087 +801,education,Bachelors +801,education_num,13 +801,marital_status,Married-civ-spouse +801,occupation,Exec-managerial +801,relationship,Husband +801,race,White +801,sex,Male +801,capital_gain,0 +801,capital_loss,0 +801,hours_per_week,40 +801,native_country,United-States +801,salary,>50K +802,age,24 +802,workclass,Private +802,fnlwgt,121313 +802,education,Some-college +802,education_num,10 +802,marital_status,Never-married +802,occupation,Transport-moving 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+805,occupation,Other-service +805,relationship,Unmarried +805,race,Black +805,sex,Male +805,capital_gain,0 +805,capital_loss,0 +805,hours_per_week,25 +805,native_country,United-States +805,salary,<=50K +806,age,41 +806,workclass,Private +806,fnlwgt,194636 +806,education,Bachelors +806,education_num,13 +806,marital_status,Married-civ-spouse +806,occupation,Exec-managerial +806,relationship,Husband +806,race,White +806,sex,Male +806,capital_gain,0 +806,capital_loss,0 +806,hours_per_week,60 +806,native_country,United-States +806,salary,>50K +807,age,23 +807,workclass,Private +807,fnlwgt,153044 +807,education,HS-grad +807,education_num,9 +807,marital_status,Never-married +807,occupation,Handlers-cleaners +807,relationship,Unmarried +807,race,Black +807,sex,Female +807,capital_gain,0 +807,capital_loss,0 +807,hours_per_week,7 +807,native_country,United-States +807,salary,<=50K +808,age,38 +808,workclass,Private +808,fnlwgt,411797 +808,education,Assoc-voc +808,education_num,11 +808,marital_status,Divorced +808,occupation,Adm-clerical +808,relationship,Unmarried +808,race,White +808,sex,Female +808,capital_gain,0 +808,capital_loss,0 +808,hours_per_week,40 +808,native_country,United-States +808,salary,<=50K +809,age,39 +809,workclass,Private +809,fnlwgt,117683 +809,education,HS-grad +809,education_num,9 +809,marital_status,Married-civ-spouse +809,occupation,Transport-moving +809,relationship,Husband +809,race,White +809,sex,Male +809,capital_gain,0 +809,capital_loss,0 +809,hours_per_week,40 +809,native_country,United-States +809,salary,>50K +810,age,19 +810,workclass,Private +810,fnlwgt,376540 +810,education,HS-grad +810,education_num,9 +810,marital_status,Never-married +810,occupation,Adm-clerical +810,relationship,Not-in-family +810,race,White +810,sex,Female +810,capital_gain,0 +810,capital_loss,0 +810,hours_per_week,30 +810,native_country,United-States +810,salary,<=50K +811,age,49 +811,workclass,Private +811,fnlwgt,72393 +811,education,9th +811,education_num,5 +811,marital_status,Divorced +811,occupation,Machine-op-inspct +811,relationship,Not-in-family +811,race,White +811,sex,Female +811,capital_gain,0 +811,capital_loss,0 +811,hours_per_week,40 +811,native_country,United-States +811,salary,<=50K +812,age,32 +812,workclass,Private +812,fnlwgt,270335 +812,education,Bachelors +812,education_num,13 +812,marital_status,Married-civ-spouse +812,occupation,Adm-clerical +812,relationship,Other-relative +812,race,White +812,sex,Male +812,capital_gain,0 +812,capital_loss,0 +812,hours_per_week,40 +812,native_country,Philippines +812,salary,>50K +813,age,27 +813,workclass,Private +813,fnlwgt,96226 +813,education,HS-grad +813,education_num,9 +813,marital_status,Married-civ-spouse +813,occupation,Craft-repair +813,relationship,Husband +813,race,White +813,sex,Male +813,capital_gain,0 +813,capital_loss,0 +813,hours_per_week,70 +813,native_country,United-States +813,salary,<=50K +814,age,38 +814,workclass,Private +814,fnlwgt,95336 +814,education,Bachelors +814,education_num,13 +814,marital_status,Married-civ-spouse +814,occupation,Sales +814,relationship,Husband +814,race,White +814,sex,Male +814,capital_gain,0 +814,capital_loss,0 +814,hours_per_week,50 +814,native_country,United-States +814,salary,>50K +815,age,33 +815,workclass,Private +815,fnlwgt,258498 +815,education,Some-college +815,education_num,10 +815,marital_status,Married-civ-spouse +815,occupation,Craft-repair +815,relationship,Wife +815,race,White +815,sex,Female +815,capital_gain,0 +815,capital_loss,0 +815,hours_per_week,60 +815,native_country,United-States +815,salary,<=50K +816,age,23 +816,workclass,Private +816,fnlwgt,205865 +816,education,Bachelors +816,education_num,13 +816,marital_status,Never-married +816,occupation,Exec-managerial +816,relationship,Own-child +816,race,White +816,sex,Male +816,capital_gain,0 +816,capital_loss,0 +816,hours_per_week,28 +816,native_country,United-States +816,salary,<=50K +817,age,54 +817,workclass,Self-emp-not-inc +817,fnlwgt,406468 +817,education,HS-grad +817,education_num,9 +817,marital_status,Married-civ-spouse +817,occupation,Sales +817,relationship,Husband +817,race,Black +817,sex,Male +817,capital_gain,0 +817,capital_loss,0 +817,hours_per_week,40 +817,native_country,United-States +817,salary,<=50K +818,age,29 +818,workclass,Private +818,fnlwgt,177119 +818,education,Assoc-voc +818,education_num,11 +818,marital_status,Divorced +818,occupation,Tech-support +818,relationship,Not-in-family +818,race,White +818,sex,Female +818,capital_gain,2174 +818,capital_loss,0 +818,hours_per_week,45 +818,native_country,United-States +818,salary,<=50K +819,age,35 +819,workclass,Self-emp-not-inc +819,fnlwgt,372525 +819,education,Bachelors +819,education_num,13 +819,marital_status,Never-married +819,occupation,Exec-managerial +819,relationship,Not-in-family +819,race,White +819,sex,Male +819,capital_gain,0 +819,capital_loss,0 +819,hours_per_week,40 +819,native_country,United-States +819,salary,<=50K +820,age,28 +820,workclass,Private +820,fnlwgt,164170 +820,education,Assoc-voc +820,education_num,11 +820,marital_status,Married-civ-spouse +820,occupation,Adm-clerical +820,relationship,Wife +820,race,Asian-Pac-Islander +820,sex,Female +820,capital_gain,0 +820,capital_loss,0 +820,hours_per_week,40 +820,native_country,India +820,salary,<=50K +821,age,37 +821,workclass,Private +821,fnlwgt,183800 +821,education,Bachelors +821,education_num,13 +821,marital_status,Married-civ-spouse +821,occupation,Prof-specialty +821,relationship,Husband +821,race,White +821,sex,Male +821,capital_gain,7688 +821,capital_loss,0 +821,hours_per_week,50 +821,native_country,United-States +821,salary,>50K +822,age,42 +822,workclass,Self-emp-not-inc +822,fnlwgt,177307 +822,education,Prof-school +822,education_num,15 +822,marital_status,Married-civ-spouse +822,occupation,Farming-fishing +822,relationship,Husband +822,race,White +822,sex,Male +822,capital_gain,0 +822,capital_loss,0 +822,hours_per_week,65 +822,native_country,United-States +822,salary,>50K +823,age,40 +823,workclass,Private +823,fnlwgt,170108 +823,education,Masters +823,education_num,14 +823,marital_status,Married-civ-spouse +823,occupation,Prof-specialty +823,relationship,Husband +823,race,White +823,sex,Male +823,capital_gain,0 +823,capital_loss,0 +823,hours_per_week,40 +823,native_country,United-States +823,salary,<=50K +824,age,47 +824,workclass,Private +824,fnlwgt,341995 +824,education,Some-college +824,education_num,10 +824,marital_status,Divorced +824,occupation,Sales +824,relationship,Own-child +824,race,White +824,sex,Male +824,capital_gain,0 +824,capital_loss,0 +824,hours_per_week,55 +824,native_country,United-States +824,salary,<=50K +825,age,22 +825,workclass,Private +825,fnlwgt,226508 +825,education,Bachelors +825,education_num,13 +825,marital_status,Never-married +825,occupation,Exec-managerial +825,relationship,Own-child +825,race,White +825,sex,Female +825,capital_gain,0 +825,capital_loss,0 +825,hours_per_week,50 +825,native_country,United-States +825,salary,<=50K +826,age,30 +826,workclass,Private +826,fnlwgt,87418 +826,education,Bachelors +826,education_num,13 +826,marital_status,Married-civ-spouse +826,occupation,Exec-managerial +826,relationship,Husband +826,race,White +826,sex,Male +826,capital_gain,0 +826,capital_loss,0 +826,hours_per_week,45 +826,native_country,United-States +826,salary,>50K +827,age,28 +827,workclass,Private +827,fnlwgt,109165 +827,education,HS-grad +827,education_num,9 +827,marital_status,Married-civ-spouse +827,occupation,Tech-support +827,relationship,Husband +827,race,White +827,sex,Male +827,capital_gain,0 +827,capital_loss,0 +827,hours_per_week,40 +827,native_country,United-States +827,salary,<=50K +828,age,63 +828,workclass,Local-gov +828,fnlwgt,28856 +828,education,7th-8th +828,education_num,4 +828,marital_status,Married-civ-spouse +828,occupation,Other-service +828,relationship,Husband +828,race,White +828,sex,Male +828,capital_gain,0 +828,capital_loss,0 +828,hours_per_week,55 +828,native_country,United-States +828,salary,<=50K +829,age,51 +829,workclass,Self-emp-not-inc +829,fnlwgt,175897 +829,education,9th +829,education_num,5 +829,marital_status,Married-civ-spouse +829,occupation,Craft-repair +829,relationship,Husband +829,race,White +829,sex,Male +829,capital_gain,0 +829,capital_loss,0 +829,hours_per_week,20 +829,native_country,United-States +829,salary,<=50K +830,age,22 +830,workclass,Private +830,fnlwgt,99697 +830,education,HS-grad +830,education_num,9 +830,marital_status,Never-married +830,occupation,Handlers-cleaners +830,relationship,Own-child +830,race,White +830,sex,Female +830,capital_gain,0 +830,capital_loss,0 +830,hours_per_week,40 +830,native_country,United-States +830,salary,<=50K +831,age,35 +831,workclass,Private +831,fnlwgt,152375 +831,education,HS-grad +831,education_num,9 +831,marital_status,Never-married +831,occupation,Sales +831,relationship,Not-in-family +831,race,White +831,sex,Male +831,capital_gain,0 +831,capital_loss,0 +831,hours_per_week,45 +831,native_country,United-States +831,salary,<=50K +832,age,46 +832,workclass,Private +832,fnlwgt,171550 +832,education,HS-grad +832,education_num,9 +832,marital_status,Divorced +832,occupation,Machine-op-inspct +832,relationship,Not-in-family +832,race,White +832,sex,Female +832,capital_gain,0 +832,capital_loss,0 +832,hours_per_week,38 +832,native_country,United-States +832,salary,<=50K +833,age,37 +833,workclass,Private +833,fnlwgt,211154 +833,education,Some-college +833,education_num,10 +833,marital_status,Divorced +833,occupation,Machine-op-inspct +833,relationship,Not-in-family +833,race,White +833,sex,Male +833,capital_gain,0 +833,capital_loss,0 +833,hours_per_week,52 +833,native_country,United-States +833,salary,<=50K +834,age,24 +834,workclass,Private +834,fnlwgt,202570 +834,education,Bachelors +834,education_num,13 +834,marital_status,Never-married +834,occupation,Prof-specialty +834,relationship,Own-child +834,race,Black +834,sex,Male +834,capital_gain,0 +834,capital_loss,0 +834,hours_per_week,15 +834,native_country,United-States +834,salary,<=50K +835,age,37 +835,workclass,Self-emp-not-inc +835,fnlwgt,168496 +835,education,HS-grad +835,education_num,9 +835,marital_status,Divorced +835,occupation,Handlers-cleaners +835,relationship,Own-child +835,race,White +835,sex,Male +835,capital_gain,0 +835,capital_loss,0 +835,hours_per_week,10 +835,native_country,United-States +835,salary,<=50K +836,age,53 +836,workclass,Private +836,fnlwgt,68898 +836,education,Some-college +836,education_num,10 +836,marital_status,Married-civ-spouse +836,occupation,Tech-support +836,relationship,Husband +836,race,White +836,sex,Male +836,capital_gain,0 +836,capital_loss,0 +836,hours_per_week,40 +836,native_country,United-States +836,salary,<=50K +837,age,27 +837,workclass,Private +837,fnlwgt,93235 +837,education,HS-grad +837,education_num,9 +837,marital_status,Never-married +837,occupation,Sales +837,relationship,Not-in-family +837,race,White +837,sex,Male +837,capital_gain,0 +837,capital_loss,0 +837,hours_per_week,30 +837,native_country,United-States +837,salary,<=50K +838,age,38 +838,workclass,Private +838,fnlwgt,278924 +838,education,Some-college +838,education_num,10 +838,marital_status,Divorced +838,occupation,Craft-repair +838,relationship,Not-in-family +838,race,White +838,sex,Male +838,capital_gain,0 +838,capital_loss,0 +838,hours_per_week,44 +838,native_country,United-States +838,salary,<=50K +839,age,53 +839,workclass,Self-emp-not-inc +839,fnlwgt,311020 +839,education,10th +839,education_num,6 +839,marital_status,Married-civ-spouse +839,occupation,Farming-fishing +839,relationship,Husband +839,race,White +839,sex,Male +839,capital_gain,0 +839,capital_loss,0 +839,hours_per_week,60 +839,native_country,United-States +839,salary,<=50K +840,age,34 +840,workclass,Private +840,fnlwgt,175878 +840,education,Some-college +840,education_num,10 +840,marital_status,Never-married +840,occupation,Craft-repair +840,relationship,Not-in-family +840,race,White +840,sex,Male +840,capital_gain,0 +840,capital_loss,0 +840,hours_per_week,40 +840,native_country,United-States +840,salary,<=50K +841,age,23 +841,workclass,Private +841,fnlwgt,543028 +841,education,HS-grad +841,education_num,9 +841,marital_status,Never-married +841,occupation,Sales +841,relationship,Own-child +841,race,Black +841,sex,Male +841,capital_gain,0 +841,capital_loss,0 +841,hours_per_week,40 +841,native_country,United-States +841,salary,<=50K +842,age,39 +842,workclass,Private +842,fnlwgt,202027 +842,education,Bachelors +842,education_num,13 +842,marital_status,Married-civ-spouse +842,occupation,Exec-managerial +842,relationship,Husband +842,race,White +842,sex,Male +842,capital_gain,15024 +842,capital_loss,0 +842,hours_per_week,45 +842,native_country,United-States +842,salary,>50K +843,age,43 +843,workclass,Private +843,fnlwgt,158926 +843,education,Masters +843,education_num,14 +843,marital_status,Married-civ-spouse +843,occupation,Prof-specialty +843,relationship,Wife +843,race,Asian-Pac-Islander +843,sex,Female +843,capital_gain,0 +843,capital_loss,0 +843,hours_per_week,50 +843,native_country,South +843,salary,<=50K +844,age,67 +844,workclass,Self-emp-inc +844,fnlwgt,76860 +844,education,HS-grad +844,education_num,9 +844,marital_status,Married-civ-spouse +844,occupation,Exec-managerial +844,relationship,Husband +844,race,Asian-Pac-Islander +844,sex,Male +844,capital_gain,0 +844,capital_loss,0 +844,hours_per_week,40 +844,native_country,United-States +844,salary,>50K +845,age,81 +845,workclass,Self-emp-not-inc +845,fnlwgt,136063 +845,education,HS-grad +845,education_num,9 +845,marital_status,Married-civ-spouse +845,occupation,Exec-managerial +845,relationship,Husband +845,race,White +845,sex,Male +845,capital_gain,0 +845,capital_loss,0 +845,hours_per_week,30 +845,native_country,United-States +845,salary,<=50K +846,age,21 +846,workclass,Private +846,fnlwgt,186648 +846,education,Some-college +846,education_num,10 +846,marital_status,Never-married +846,occupation,Other-service +846,relationship,Own-child +846,race,White +846,sex,Male +846,capital_gain,0 +846,capital_loss,0 +846,hours_per_week,20 +846,native_country,United-States +846,salary,<=50K +847,age,23 +847,workclass,Private +847,fnlwgt,257509 +847,education,Some-college +847,education_num,10 +847,marital_status,Never-married +847,occupation,Sales +847,relationship,Not-in-family +847,race,White +847,sex,Male +847,capital_gain,0 +847,capital_loss,0 +847,hours_per_week,25 +847,native_country,United-States +847,salary,<=50K +848,age,25 +848,workclass,Private +848,fnlwgt,98155 +848,education,Some-college +848,education_num,10 +848,marital_status,Never-married +848,occupation,Transport-moving +848,relationship,Unmarried +848,race,White +848,sex,Male +848,capital_gain,0 +848,capital_loss,0 +848,hours_per_week,40 +848,native_country,United-States +848,salary,<=50K +849,age,42 +849,workclass,Private +849,fnlwgt,274198 +849,education,5th-6th +849,education_num,3 +849,marital_status,Married-civ-spouse +849,occupation,Machine-op-inspct +849,relationship,Wife +849,race,White +849,sex,Female +849,capital_gain,0 +849,capital_loss,0 +849,hours_per_week,38 +849,native_country,Mexico +849,salary,<=50K +850,age,38 +850,workclass,Private +850,fnlwgt,97083 +850,education,Some-college +850,education_num,10 +850,marital_status,Married-civ-spouse +850,occupation,Adm-clerical +850,relationship,Wife +850,race,Black +850,sex,Female +850,capital_gain,0 +850,capital_loss,0 +850,hours_per_week,40 +850,native_country,United-States +850,salary,<=50K +851,age,32 +851,workclass,Private +851,fnlwgt,262153 +851,education,HS-grad +851,education_num,9 +851,marital_status,Married-civ-spouse +851,occupation,Machine-op-inspct +851,relationship,Husband +851,race,White +851,sex,Male +851,capital_gain,0 +851,capital_loss,0 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+944,capital_loss,0 +944,hours_per_week,40 +944,native_country,United-States +944,salary,<=50K +945,age,23 +945,workclass,Private +945,fnlwgt,129042 +945,education,HS-grad +945,education_num,9 +945,marital_status,Never-married +945,occupation,Machine-op-inspct +945,relationship,Unmarried +945,race,Black +945,sex,Female +945,capital_gain,0 +945,capital_loss,0 +945,hours_per_week,40 +945,native_country,United-States +945,salary,<=50K +946,age,56 +946,workclass,Private +946,fnlwgt,169133 +946,education,HS-grad +946,education_num,9 +946,marital_status,Married-civ-spouse +946,occupation,Other-service +946,relationship,Husband +946,race,White +946,sex,Male +946,capital_gain,0 +946,capital_loss,0 +946,hours_per_week,50 +946,native_country,Yugoslavia +946,salary,<=50K +947,age,45 +947,workclass,Private +947,fnlwgt,368561 +947,education,HS-grad +947,education_num,9 +947,marital_status,Married-civ-spouse +947,occupation,Exec-managerial +947,relationship,Husband +947,race,White +947,sex,Male 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+959,marital_status,Married-civ-spouse +959,occupation,Exec-managerial +959,relationship,Husband +959,race,White +959,sex,Male +959,capital_gain,7688 +959,capital_loss,0 +959,hours_per_week,60 +959,native_country,United-States +959,salary,>50K +960,age,24 +960,workclass,Private +960,fnlwgt,34446 +960,education,Some-college +960,education_num,10 +960,marital_status,Never-married +960,occupation,Tech-support +960,relationship,Not-in-family +960,race,White +960,sex,Female +960,capital_gain,0 +960,capital_loss,0 +960,hours_per_week,37 +960,native_country,United-States +960,salary,<=50K +961,age,28 +961,workclass,Private +961,fnlwgt,187160 +961,education,Prof-school +961,education_num,15 +961,marital_status,Divorced +961,occupation,Prof-specialty +961,relationship,Unmarried +961,race,White +961,sex,Male +961,capital_gain,0 +961,capital_loss,0 +961,hours_per_week,55 +961,native_country,United-States +961,salary,<=50K +962,age,23 +962,workclass,Private +962,fnlwgt,217961 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+965,workclass,Private +965,fnlwgt,125155 +965,education,HS-grad +965,education_num,9 +965,marital_status,Married-civ-spouse +965,occupation,Machine-op-inspct +965,relationship,Husband +965,race,White +965,sex,Male +965,capital_gain,0 +965,capital_loss,0 +965,hours_per_week,40 +965,native_country,United-States +965,salary,<=50K +966,age,53 +966,workclass,Self-emp-not-inc +966,fnlwgt,263925 +966,education,Bachelors +966,education_num,13 +966,marital_status,Married-civ-spouse +966,occupation,Sales +966,relationship,Husband +966,race,White +966,sex,Male +966,capital_gain,0 +966,capital_loss,0 +966,hours_per_week,40 +966,native_country,Canada +966,salary,>50K +967,age,30 +967,workclass,Private +967,fnlwgt,296453 +967,education,Bachelors +967,education_num,13 +967,marital_status,Married-civ-spouse +967,occupation,Adm-clerical +967,relationship,Husband +967,race,White +967,sex,Male +967,capital_gain,7298 +967,capital_loss,0 +967,hours_per_week,40 +967,native_country,United-States +967,salary,>50K +968,age,52 +968,workclass,Self-emp-not-inc +968,fnlwgt,44728 +968,education,Some-college +968,education_num,10 +968,marital_status,Married-civ-spouse +968,occupation,Sales +968,relationship,Husband +968,race,White +968,sex,Male +968,capital_gain,0 +968,capital_loss,0 +968,hours_per_week,55 +968,native_country,United-States +968,salary,>50K +969,age,38 +969,workclass,Private +969,fnlwgt,193026 +969,education,Some-college +969,education_num,10 +969,marital_status,Divorced +969,occupation,Craft-repair +969,relationship,Not-in-family +969,race,White +969,sex,Male +969,capital_gain,0 +969,capital_loss,0 +969,hours_per_week,40 +969,native_country,Iran +969,salary,<=50K +970,age,32 +970,workclass,Private +970,fnlwgt,87643 +970,education,Bachelors +970,education_num,13 +970,marital_status,Married-civ-spouse +970,occupation,Sales +970,relationship,Husband +970,race,White +970,sex,Male +970,capital_gain,0 +970,capital_loss,0 +970,hours_per_week,40 +970,native_country,United-States +970,salary,<=50K +971,age,30 +971,workclass,Self-emp-not-inc +971,fnlwgt,106742 +971,education,12th +971,education_num,8 +971,marital_status,Married-civ-spouse +971,occupation,Transport-moving +971,relationship,Husband +971,race,White +971,sex,Male +971,capital_gain,0 +971,capital_loss,0 +971,hours_per_week,75 +971,native_country,United-States +971,salary,<=50K +972,age,41 +972,workclass,Private +972,fnlwgt,302122 +972,education,Assoc-voc +972,education_num,11 +972,marital_status,Divorced +972,occupation,Craft-repair +972,relationship,Not-in-family +972,race,White +972,sex,Female +972,capital_gain,0 +972,capital_loss,0 +972,hours_per_week,40 +972,native_country,United-States +972,salary,<=50K +973,age,49 +973,workclass,Local-gov +973,fnlwgt,193960 +973,education,Masters +973,education_num,14 +973,marital_status,Married-civ-spouse +973,occupation,Prof-specialty +973,relationship,Husband +973,race,White +973,sex,Male +973,capital_gain,0 +973,capital_loss,1902 +973,hours_per_week,40 +973,native_country,United-States +973,salary,>50K +974,age,45 +974,workclass,Private +974,fnlwgt,185385 +974,education,HS-grad +974,education_num,9 +974,marital_status,Married-civ-spouse +974,occupation,Craft-repair +974,relationship,Husband +974,race,White +974,sex,Male +974,capital_gain,0 +974,capital_loss,0 +974,hours_per_week,47 +974,native_country,United-States +974,salary,>50K +975,age,43 +975,workclass,Self-emp-not-inc +975,fnlwgt,277647 +975,education,HS-grad +975,education_num,9 +975,marital_status,Married-civ-spouse +975,occupation,Exec-managerial +975,relationship,Husband +975,race,White +975,sex,Male +975,capital_gain,0 +975,capital_loss,0 +975,hours_per_week,35 +975,native_country,United-States +975,salary,<=50K +976,age,61 +976,workclass,Private +976,fnlwgt,128848 +976,education,HS-grad +976,education_num,9 +976,marital_status,Married-civ-spouse +976,occupation,Machine-op-inspct +976,relationship,Husband +976,race,White +976,sex,Male +976,capital_gain,3471 +976,capital_loss,0 +976,hours_per_week,40 +976,native_country,United-States +976,salary,<=50K +977,age,54 +977,workclass,Private +977,fnlwgt,377701 +977,education,HS-grad +977,education_num,9 +977,marital_status,Married-civ-spouse +977,occupation,Other-service +977,relationship,Husband +977,race,White +977,sex,Male +977,capital_gain,0 +977,capital_loss,0 +977,hours_per_week,32 +977,native_country,Mexico +977,salary,<=50K +978,age,34 +978,workclass,Private +978,fnlwgt,157886 +978,education,Assoc-acdm +978,education_num,12 +978,marital_status,Separated +978,occupation,Other-service +978,relationship,Unmarried +978,race,White +978,sex,Female +978,capital_gain,0 +978,capital_loss,0 +978,hours_per_week,40 +978,native_country,United-States +978,salary,<=50K +979,age,49 +979,workclass,Private +979,fnlwgt,175958 +979,education,Some-college +979,education_num,10 +979,marital_status,Married-civ-spouse +979,occupation,Sales +979,relationship,Husband +979,race,White +979,sex,Male +979,capital_gain,0 +979,capital_loss,0 +979,hours_per_week,80 +979,native_country,United-States +979,salary,>50K +980,age,38 +980,workclass,Private +980,fnlwgt,223004 +980,education,Some-college +980,education_num,10 +980,marital_status,Never-married +980,occupation,Other-service +980,relationship,Own-child +980,race,White +980,sex,Male +980,capital_gain,0 +980,capital_loss,0 +980,hours_per_week,40 +980,native_country,United-States +980,salary,<=50K +981,age,35 +981,workclass,Private +981,fnlwgt,199352 +981,education,Prof-school +981,education_num,15 +981,marital_status,Married-civ-spouse +981,occupation,Prof-specialty +981,relationship,Husband +981,race,White +981,sex,Male +981,capital_gain,0 +981,capital_loss,1977 +981,hours_per_week,80 +981,native_country,United-States +981,salary,>50K +982,age,36 +982,workclass,Private +982,fnlwgt,29984 +982,education,12th +982,education_num,8 +982,marital_status,Married-civ-spouse +982,occupation,Transport-moving +982,relationship,Husband +982,race,White +982,sex,Male +982,capital_gain,0 +982,capital_loss,0 +982,hours_per_week,40 +982,native_country,United-States +982,salary,<=50K +983,age,30 +983,workclass,Private +983,fnlwgt,181651 +983,education,Bachelors +983,education_num,13 +983,marital_status,Married-civ-spouse +983,occupation,Exec-managerial +983,relationship,Husband +983,race,White +983,sex,Male +983,capital_gain,0 +983,capital_loss,0 +983,hours_per_week,50 +983,native_country,United-States +983,salary,<=50K +984,age,36 +984,workclass,Private +984,fnlwgt,117312 +984,education,Assoc-acdm +984,education_num,12 +984,marital_status,Divorced +984,occupation,Tech-support +984,relationship,Not-in-family +984,race,White +984,sex,Female +984,capital_gain,0 +984,capital_loss,0 +984,hours_per_week,60 +984,native_country,United-States +984,salary,<=50K +985,age,22 +985,workclass,Local-gov +985,fnlwgt,34029 +985,education,Bachelors +985,education_num,13 +985,marital_status,Never-married +985,occupation,Prof-specialty +985,relationship,Own-child +985,race,White +985,sex,Female +985,capital_gain,0 +985,capital_loss,0 +985,hours_per_week,20 +985,native_country,United-States +985,salary,<=50K +986,age,38 +986,workclass,Private +986,fnlwgt,132879 +986,education,HS-grad +986,education_num,9 +986,marital_status,Married-civ-spouse +986,occupation,Craft-repair +986,relationship,Husband +986,race,White +986,sex,Male +986,capital_gain,0 +986,capital_loss,1902 +986,hours_per_week,40 +986,native_country,United-States +986,salary,>50K +987,age,37 +987,workclass,Private +987,fnlwgt,215310 +987,education,HS-grad +987,education_num,9 +987,marital_status,Married-civ-spouse +987,occupation,Craft-repair +987,relationship,Husband +987,race,White +987,sex,Male +987,capital_gain,0 +987,capital_loss,0 +987,hours_per_week,50 +987,native_country,United-States +987,salary,>50K +988,age,48 +988,workclass,State-gov +988,fnlwgt,55863 +988,education,Doctorate +988,education_num,16 +988,marital_status,Married-civ-spouse +988,occupation,Prof-specialty +988,relationship,Wife +988,race,White +988,sex,Female +988,capital_gain,0 +988,capital_loss,1902 +988,hours_per_week,46 +988,native_country,United-States +988,salary,>50K +989,age,17 +989,workclass,Private +989,fnlwgt,220384 +989,education,11th +989,education_num,7 +989,marital_status,Never-married +989,occupation,Adm-clerical +989,relationship,Own-child +989,race,White +989,sex,Male +989,capital_gain,0 +989,capital_loss,0 +989,hours_per_week,15 +989,native_country,United-States +989,salary,<=50K +990,age,19 +990,workclass,Self-emp-not-inc +990,fnlwgt,36012 +990,education,Some-college +990,education_num,10 +990,marital_status,Never-married +990,occupation,Craft-repair +990,relationship,Own-child +990,race,White +990,sex,Male +990,capital_gain,0 +990,capital_loss,0 +990,hours_per_week,20 +990,native_country,United-States +990,salary,<=50K +991,age,27 +991,workclass,Private +991,fnlwgt,137645 +991,education,Bachelors +991,education_num,13 +991,marital_status,Never-married +991,occupation,Sales +991,relationship,Not-in-family +991,race,Black +991,sex,Female +991,capital_gain,0 +991,capital_loss,1590 +991,hours_per_week,40 +991,native_country,United-States +991,salary,<=50K +992,age,22 +992,workclass,Private +992,fnlwgt,191342 +992,education,Bachelors +992,education_num,13 +992,marital_status,Never-married +992,occupation,Sales +992,relationship,Own-child +992,race,Asian-Pac-Islander +992,sex,Male +992,capital_gain,0 +992,capital_loss,0 +992,hours_per_week,50 +992,native_country,Taiwan +992,salary,<=50K +993,age,49 +993,workclass,Private +993,fnlwgt,31339 +993,education,HS-grad +993,education_num,9 +993,marital_status,Married-civ-spouse +993,occupation,Craft-repair +993,relationship,Husband +993,race,White +993,sex,Male +993,capital_gain,0 +993,capital_loss,0 +993,hours_per_week,40 +993,native_country,United-States +993,salary,<=50K +994,age,43 +994,workclass,State-gov +994,fnlwgt,227910 +994,education,Assoc-voc +994,education_num,11 +994,marital_status,Married-civ-spouse +994,occupation,Prof-specialty +994,relationship,Wife +994,race,White +994,sex,Female +994,capital_gain,0 +994,capital_loss,0 +994,hours_per_week,40 +994,native_country,United-States +994,salary,>50K +995,age,43 +995,workclass,Private +995,fnlwgt,173728 +995,education,Bachelors +995,education_num,13 +995,marital_status,Separated +995,occupation,Prof-specialty +995,relationship,Unmarried +995,race,White +995,sex,Female +995,capital_gain,0 +995,capital_loss,0 +995,hours_per_week,40 +995,native_country,United-States +995,salary,<=50K +996,age,19 +996,workclass,Local-gov +996,fnlwgt,167816 +996,education,HS-grad +996,education_num,9 +996,marital_status,Divorced +996,occupation,Exec-managerial +996,relationship,Not-in-family +996,race,White +996,sex,Female +996,capital_gain,0 +996,capital_loss,0 +996,hours_per_week,35 +996,native_country,United-States +996,salary,<=50K +997,age,58 +997,workclass,Self-emp-not-inc +997,fnlwgt,81642 +997,education,HS-grad +997,education_num,9 +997,marital_status,Married-civ-spouse +997,occupation,Farming-fishing +997,relationship,Husband +997,race,White +997,sex,Male +997,capital_gain,0 +997,capital_loss,0 +997,hours_per_week,60 +997,native_country,United-States +997,salary,<=50K +998,age,41 +998,workclass,Local-gov +998,fnlwgt,195258 +998,education,Some-college +998,education_num,10 +998,marital_status,Married-civ-spouse +998,occupation,Protective-serv +998,relationship,Husband +998,race,White +998,sex,Male +998,capital_gain,0 +998,capital_loss,0 +998,hours_per_week,40 +998,native_country,United-States +998,salary,>50K +999,age,31 +999,workclass,Private +999,fnlwgt,232475 +999,education,Some-college +999,education_num,10 +999,marital_status,Married-civ-spouse +999,occupation,Adm-clerical +999,relationship,Husband +999,race,White +999,sex,Male +999,capital_gain,0 +999,capital_loss,0 +999,hours_per_week,40 +999,native_country,United-States +999,salary,<=50K diff --git a/testdata/adult/adult_constraints.txt b/testdata/adult/adult_constraints.txt new file mode 100644 index 000000000..cf1cfde18 --- /dev/null +++ b/testdata/adult/adult_constraints.txt @@ -0,0 +1,4 @@ +t1&t2&EQ(t1.education,t2.education)&IQ(t1.education_num,t2.education_num) +t1&t2&EQ(t1.education_num,t2.education_num)&IQ(t1.education,t2.education) +t1&EQ(t1.sex,"female")&EQ(t1.relationship,"husband") +t1&EQ(t1.sex,"male")&EQ(t1.relationship,"wife") \ No newline at end of file diff --git a/testdata/adult_constraints.txt b/testdata/adult_constraints.txt deleted file mode 100644 index 1da9f46eb..000000000 --- a/testdata/adult_constraints.txt +++ /dev/null @@ -1,2 +0,0 @@ -t1&EQ(t1.Sex,"female")&EQ(t1.Relationship,"husband") -t1&EQ(t1.Sex,"male")&EQ(t1.Relationship,"wife") diff --git a/testdata/flight.csv b/testdata/flight/flight.csv similarity index 100% rename from testdata/flight.csv rename to testdata/flight/flight.csv diff --git a/testdata/flight_clean.csv b/testdata/flight/flight_clean.csv similarity index 100% rename from testdata/flight_clean.csv rename to testdata/flight/flight_clean.csv diff --git a/testdata/hospital.csv b/testdata/hospital/hospital.csv similarity index 100% rename from testdata/hospital.csv rename to testdata/hospital/hospital.csv diff --git a/testdata/hospital_clean.csv b/testdata/hospital/hospital_clean.csv similarity index 100% rename from testdata/hospital_clean.csv rename to testdata/hospital/hospital_clean.csv diff --git a/testdata/hospital_constraints.txt b/testdata/hospital/hospital_constraints.txt similarity index 100% rename from testdata/hospital_constraints.txt rename to testdata/hospital/hospital_constraints.txt diff --git a/testdata/hospital/hospital_numerical.csv b/testdata/hospital/hospital_numerical.csv new file mode 100644 index 000000000..e22aa340d --- /dev/null +++ b/testdata/hospital/hospital_numerical.csv @@ -0,0 +1,1001 @@ +ProviderNumber,HospitalName,Address1,Address2,Address3,City,State,ZipCode,CountyName,PhoneNumber,HospitalType,HospitalOwner,EmergencyService,Condition,MeasureCode,MeasureName,Score,Sample,Stateavg +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs caxxed beta bxockers before coming to the hospitax who were kept on the beta bxockers during the period just before and after their surgery,,,al_scip-card-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birminghxm,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingxam,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,33,al_ami-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,92,13,al_ami-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffxeld,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,4,al_ami-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,4,al_ami-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,86,14,al_ami-5 +1xx19,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,80,114,al_hf-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acuxe care hospixals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,149,al_hf-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),92,3x,al_hf-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,41,al_hf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,270,al_ami-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,99,516,al_ami-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attaxk,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,71,al_ami-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospxtal dxstrxct or authorxty,yes,hearx axxack,ami-4,heart attack patients given smoking cessation advice/counseling,100,244,al_ami-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,99,441,al_ami-5 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,334793870x,acute care hospitals,government - hospital district or authority,yxs,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,72,40,al_ami-8a +10001,southeast alabama medxcal center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,78,455,al_hf-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital xistrict or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,514,al_hf-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,165,al_hf-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,110,al_hf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,191,al_pn-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,governmenx - hospixal disxricx or auxhorixy,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,125,al_pn-3b +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,99,107,al_pn-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,92,196,al_pn-5c +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),80,147,al_pn-6 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,84,160,al_pn-7 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,xx479x8701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,72,79,al_scip-card-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,94,399,al_scip-inf-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,405,al_scip-inf-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acxte care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88,385,al_scip-inf-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,96,136,al_scip-inf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),90,537,al_scip-inf-6 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,xl,36302,houston,3347938701,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,86,185,al_scip-vte-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yex,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,83,184,al_scip-vte-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,x5957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,80,20,al_ami-1 +x0005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,60,5,al_ami-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,5,al_ami-5 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yxs,heart failure,hf-1,heart failure patients given discharge instructions,78,110,al_hf-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,160,al_hf-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,69,al_hf-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,94,34,al_hf-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,172,al_pn-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boxz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,120,al_pn-xb +10005,marshall medical center south,2505xuxsxhighwayx431xnorth,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,98,al_pn-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,211,al_pn-5c +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,175,al_pn-6 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81,118,al_pn-7 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,36,14,al_scip-card-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,96,168,al_scip-inf-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,3595x,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,167,al_scip-inf-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),95,158,al_scip-inf-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565x38310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,237,al_scip-inf-6 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,mxrshxll,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,78,76,al_scip-vte-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,74,76,al_scip-vte-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,159,al_amx-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,3563x,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,247,al_ami-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,43,al_ami-3 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,laudxrdalx,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,103,al_ami-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,hearx axxack,ami-5,heart attack patients given beta blocker at discharge,96,227,al_ami-5 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,98,61,al_ami-8a +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,79,217,al_hf-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,laudexdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,97,259,al_hf-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),82,84,al_hf-3 +10006,eliza coffee memorial hospital,205 marengo street,,,fxorence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,53,al_hf-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90,174,al_pn-2 +1000x,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,137,al_pn-3b +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,65,al_pn-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,xl,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,200,al_pn-5c +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),91,138,al_pn-6 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,85,al_pn-7 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,96,107,al_scip-card-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,457,al_scip-inf-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florxncx,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,462,al_scip-inf-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,439,al_scip-inf-3 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,89,130,al_scip-inf-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,619,al_scip-inf-6 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,242,al_scip-vte-1 +10006,eliza coffee memorial hospital,205 marengo street,,,flxrence,al,3563x,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,92,242,al_scip-vte-2 +10007,mizell memorial hospital,702xnxmainxst,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-1,xeart attack patients given aspirin at arrival,60,5,al_ami-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,50,2,al_ami-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,axi-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10007,mizell memorial hospital,702 n main st,,,opp,xl,36467,covington,3344933541,acute care hosxitals,voluntary non-profit - private,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,2,al_ami-5 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344x33541,acute care hospitals,voluntary non-profit - private,no,heart failure,hfx1,heart failure patients given discharge instructions,98,59,al_hf-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,87,76,al_hf-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),64,14,al_hf-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,8,al_hf-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,85,al_pn-2 +10007,mizell memorial hospital,702 x maix st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,78,64,al_pn-3b +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,28,al_pn-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pnx5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,87,al_pn-5c +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88,57,al_pn-6 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,63,al_pn-7 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patiexts who were takixg heart drugs called beta blockers before comixg to the hospital who were kept ox the beta blockers durixg the period just before axd after their surgery,91,11,al_scip-card-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,88,101,al_scip-inf-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,volunxary non-profix - privaxe,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,101,al_scip-inf-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),93,100,al_scip-inf-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,123,al_scip-inf-6 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,87,77,al_scip-vte-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,88,76,al_scip-vte-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,ax,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-1,heart attack patients given aspirin at arrivax,0,1,al_ami-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,axi-2,heart attack patients given aspirin at discharge,x00,1,al_ami-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,0,1,al_ami-5 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,4,26,al_hf-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heaxt failuxe,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,72,39,al_hf-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,8,al_hf-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,0,5,al_hf-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,25,16,al_pn-2 +10008,crenshaw cxmmunity hxspital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,93,15,al_pn-3b +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,33,9,al_pn-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,21,al_pn-5c +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),62,21,al_pn-6 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,47,15,al_pn-7 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crxnshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,1,al_scip-card-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36x49,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,2,al_scip-inf-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,2,al_scip-inf-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,360x9,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,2,al_scip-inf-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,ax,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,4,al_scip-inf-6 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,4,al_scip-vte-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,4,al_scip-vte-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,6,al_ami-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attaxk patients given aspirin at disxharge,100,1,al_ami-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,2,al_ami-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,3,al_ami-5 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,3x640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,97,35,al_hf-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,42,al_hf-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,10,al_hf-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,12,al_hf-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,98,44,al_pn-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,30,al_pn-3b +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,3x640,morgan,2567736511,acute care hospitals,pxopxietaxy,yxs,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,25,al_pn-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,9x,51,al_pn-5c +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proxrietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,45,al_pn-6 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,97,30,al_pn-7 +10009,hartselle medical center,201 pine sxreex norxhwesx,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,3,al_scip-card-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,xroprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,6,al_scip-inf-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,x7,7,al_scip-inf-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,pxopxietaxy,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),80,5,al_scip-inf-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,ax,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,,al_scip-inf-6 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,78,9,al_scip-vte-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,78,9,al_scip-vte-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,8,al_ami-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,6,al_ami-2 +10010,marshall medical cenxer norxh,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),50,2,al_ami-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,2,al_ami-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,83,6,al_ami-5 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10010,marshall medical center north,8000 alabama xigxway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,93,55,al_hf-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-x,heart failure patients given an evaluation of left ventricular systolic (lvs) function,84,80,al_hf-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),78,27,al_hf-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,10,al_hf-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntxrsvillx,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,128,al_pn-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,94,115,al_pn-3b +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,xl,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,65,al_pn-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,158,al_pn-5c +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,133,al_pn-6 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,101,al_pn-7 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,86,14,al_scip-card-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95x,66,al_scip-inf-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,64,al_scip-inf-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,63,al_scip-inf-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inx-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,155,al_scip-inf-6 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,86,56,al_scip-vte-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,84,56,al_scix-vte-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,240,al_ami-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,295,al_ami-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,3x23x,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,70,al_ami-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,131,al_ami-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,99,288,al_ami-5 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hosxitals,voluntary non-profit - private,yes,heaxt attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,85,48,al_ami-8a +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,94,316,al_hf-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,372,al_hf-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),98,130,al_hf-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,69,al_hf-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,125,al_pn-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,131,al_pn-3b +10011,st vincents east,50 medical park east drive,,,birmixgham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,69,al_pn-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,x5,135,al_pn-5c +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),91,112,al_pn-6 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumoniaxpatientsxassessedxandxgivenxinfluenzaxvaccination,85,89,al_pn-7 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,83,125,al_scip-card-2 +10011,st vincents east,50 medical park east drive,,,bxrmxngham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,461,al_scip-inf-1 +x00xx,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acutx carx hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,473,al_sxip-inf-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),81,442,al_scip-inf-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,60,127,al_scip-inf-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jeffersxn,2058383122,acute care hospitals,volunxary non-profix - privaxe,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,601,al_scip-inf-6 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058x8x122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,89,229,al_scip-vte-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary nonxprofit x private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,83,224,al_scip-vte-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heartxattackxpatientsxgivenxaspirinxatxarrival,100,46,al_ami-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,95,39,al_ami-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,dx kalb,2568453150,acute care hospitals,voluntaryxnon-profitx-xchurch,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,11,al_ami-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,14,al_ami-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,95,41,al_ami-5 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,100,1,al_ami-7a +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,hexrt attxck,ami-8a,heart attack patients given pci within 90 minutes of arrival,40,5,al_ami-8a +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,89,76,al_hf-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,dx kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,94,al_hf-2 +10012,dekalb regional medical center,200 med center drive,,,fort payxe,ax,35968,de kalb,2568453x50,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,36,al_hf-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart faxlure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,69,al_pn-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,93,91,al_pn-3b +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,359x8,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,37,al_pn-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,88,al_pn-5c +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88,82,al_pn-6 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,98,56,al_pn-7 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,suxgical infection pxevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,16,al_scip-card-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,9x,139,al_scip-inf-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voxuntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,xx,147,al_scip-inf-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgxcal infectxon preventxon,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),98,136,al_scip-inf-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,179,al_scip-inf-6 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97,90,al_scip-vte-1 +10012,dexalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,97,90,al_scip-vte-2 +x00x5,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,0,ax_ami-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,0,al_ami-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,xx46x66221,acute care hospitals,governxent - federal,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,0,xl_xmi-5 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,79,al_hf-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,xlarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,89x,91,al_hf-2 +1xx15,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),88,25,al_hf-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,88,17,al_hf-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,92,25,al_pn-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,xneumonia,pn-3b,pneumonxa patxents whose inxtxal emergency room blood culture was performed prxor to the admxnxstratxon of the fxrst hospxtal dose of antxbxotxcs,x6,24,al_pn-3b +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,6,al_pn-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,24,al_pn-5c +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,26,al_pn-6 +10015,southwest alabama medical center,33700 hxghway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,24,al_pn-7 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,334x3xx221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,86,14,al_scip-inf-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,14,al_scip-inf-2 +10015,southwest alabama medical center,33700 highway x3,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scxp-xnf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),86,14,al_scip-inf-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acuxe care hospixals,government - federal,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,15,al_scip-inf-6 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,x6784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90,10,al_scip-vte-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,10,al_scip-vte-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,179,al_axi-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97,208,al_ami-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,30,al_ami-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,98,al_ami-4 +1xx16,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,97,169,al_ami-5 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10016,shelby baptist medical center,1000 fixst stxeet noxth,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,83,36,al_ami-8a +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,86,210,al_hf-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,246,al_hf-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,xl,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,71,al_hf-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,xeart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,48,al_hf-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acutexcarexhospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,235,al_pn-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pnxumonia patixnts whosx initial emxrgxncy room blood culturx was pxrformxd prior to thx administration of thx first hospital dosx of antibiotics,100,110,al_pn-3b +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,131,al_pn-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,3x007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,239,al_pn-5c +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,116,al_pn-6 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,199,al_pn-7 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,96,al_scip-card-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,368,al_scip-inf-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,370,al_scip-inf-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),91,331,al_scip-inf-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,x5007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgerx patients whose blood sugar (blood glucose) is kept under good control in the daxs right after surgerx,93,116,al_scip-inf-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,588,al_scip-inf-6 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97,226,al_scip-vte-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acuxe care hospixals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,225,al_scip-vte-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,,al_ami-1 +10018,callahan eye foundation hospital,1720 univxrsity blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_ami-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,,al_ami-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,,al_ami-5 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,,al_ami-7a +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,,al_ami-8a +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,,,al_hf-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,,,al_hf-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_hf-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,,,al_hf-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,,,al_pn-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,,,al_pn-3b +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,,,al_pn-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,,,al_pn-5c +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),,,al_pn-6 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,,,al_pn-7 +10038,stringfellow memorial hospital,301 east 18th st,,,axxistox,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,100,9,al_cac-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoxn,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,33,9,al_cac-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,prxprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,81,al_ami-1 +100x8,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,73,al_ami-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,14,al_ami-3 +10038,stringfellow memorial hospital,301xeastx18thxst,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,29,al_ami-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,93,67,al_ami-5 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,xes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,1,al_ami-7a +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,87,15,al_ami-8a +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,87,142,al_hf-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,256235x900,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,157,al_hf-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,49,al_hf-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,41,al_hf-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,caxhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,110,al_pn-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36x01,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,102,al_pn-3b +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,83,al_pn-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yex,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,145,al_pn-5c +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,99,al_pn-6 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,91,87,al_pn-7 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,83,23,al_scip-card-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,342,al_hf-2 +10055,flowers hospital,4370 west main street,,,dothan,al,3x305,houston,3347935000,acute care hospitals,proxrietary,yex,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,94,al_hf-3 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,62,al_hf-4 +10055,flowers hospital,4370xwestxmainxstreet,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,166,al_pnx2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,152,al_pn-3b +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,x00,77,al_pn-4 +10055,floxers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,146,al_pn-5c +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),99,112,al_pn-6 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,128,al_pn-7 +10055,flowers hospital,4370 west main street,,,dothan,al,x6x05,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,147,al_scip-card-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,950,al_scip-inf-1 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,xx479x5000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,957,al_scip-inf-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),99,882,al_scip-inf-3 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,98,165,al_scip-inf-4 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,1295,al_scip-inf-6 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,housxon,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery pxtients whose doctors ordered trextments to prevent blood clots xfter certxin types of surgeries,100,497,al_scip-vte-1 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,497,al_scipxvtex2 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,239,al_ami-1 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,amix2,heart attack patients given aspirin at discharge,98,260,al_ami-2 +10056,st vincents hospital,810 st vxncents drxve,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yxs,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,41,al_ami-3 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,63,al_ami-4 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,96,242,al_ami-5 +10085,decatur general hospital,1201 7th street se,,,decatur,al,35609,morgan,2563412000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,205,al_scip-vte-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,1x,al_ami-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,7,al_ami-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,ax,35594,marion,2054877736,acute care hospitals,prxprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,1,al_ami-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,8,al_ami-5 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,1,al_ami-7a +100x6,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,90,48,al_hf-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,59,al_hf-2 +10086,northwest medical center,1530xuxsxhighwayx43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,13,al_hf-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,14,al_hf-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,91,66,al_pn-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,3xx94,marion,2054877736,acute care hospitals,proprietary,yes,pnxumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,98,59,al_pn-3b +10086,northwest medical center,1530 u s highway 43,,,winfielx,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,98,40,al_pn-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,100,85,al_pn-5c +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pnexmonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,62,al_pn-6 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,45,alxpn-7 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,19,al_scip-card-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,102,al_scip-inf-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,103,al_sxip-inf-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yex,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,98,al_scip-inf-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,3xx94,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,146,al_scip-inf-6 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,58,al_scip-vte-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,x5,58,al_scip-vte-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,86,al_ami-1 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-2,heaxt attack patients given aspixin at dischaxge,97,91,al_ami-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,22,al_ami-3 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,58,al_ami-4 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,96,96,al_ami-5 +10087,univ ox south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10087,xniv of soxth alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,50,16,al_ami-8a +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,xl,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,hxart failurx,hf-1,heart failure patients given discharge instructions,83,146,al_hf-1 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,150,al_hx-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,84,al_hf-3 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yxs,heart failure,hf-4,heart xailure patients given smoking cessation advice/counseling,100,45,al_hf-4 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,71,7,al_pn-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,pneumonia,pn-xb,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,35,al_pn-3b +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,4,al_ami-2 +10108,prattville baptist hospital,124xsxmemorialxdr,,,prattville,al,36067,autauga,33x361x267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),67,3,al_ami-3 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,5,al_ami-5 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hx-1,heart failure patients given discharge instructions,96,75,al_hf-1 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,93,al_hf-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,hxart failurx,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,18,al_hf-3 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,96,27,al_hf-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,ax,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,94,116,al_pn-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,138,al_pn-3b +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,67,al_pn-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,x4,131,al_pn-5c +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,3x0x7,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,93,al_pn-6 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,89,al_pn-7 +x0x08,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,1,al_scip-card-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scipxinfx1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,90,10,al_scip-inf-1 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yxs,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,90,10,al_scip-inf-2 +10108,prattville baptist hospital,124 s mxmorial dr,,,prattville,al,36067,autauga,3343614267,acute care hosxitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx,10,al_scip-inf-3 +10158,russellville hospital,15155 highway 43,,,russellville,al,35653,franklin,2563321611,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,125,al_scip-vte-1 +10158,russellville hospital,15155 highway 43,,,russellville,al,35653,franklin,2563321611,acuxe care hospixals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,98,125,al_scip-vte-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-1,heart attack patients given aspirin at arrival,90,10,al_ami-1 +10164,coosa valley medical center,315 w hickxry st,,,sylacauga,al,35150,tallaxega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-2,heart attack patients given aspirin at discharge,100,3,al_ami-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,xo,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,4,al_ami-5 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,x5150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-1,heart failure patients given discharge instructions,77,78,al_hf-1 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,105,al_hf-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,46,al_hf-3 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,12,al_hf-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,69,al_pn-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,x7,95,al_pn-3b +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,47,al_pn-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,3x1x0,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,101,al_pn-5c +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),96,57,al_pn-6 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,51,al_pn-7 +10164,coosa valley medical center,315xwxhickoryxst,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,82,22,al_scip-card-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,91,57,ak_hf-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,61,ak_hf-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-3,heart faxlure patxents gxven ace inhxbxtor or arb for left ventrxcular systolxc dysfunctxon (lvsd),100,33,ak_hf-3 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,13,ak_hf-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,37,ak_pn-2 +20017,alaska regional hospital,2801 debarr road,,,anchoraxe,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,47,ak_pn-3b +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,96,26,ak_pn-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,39,ak_pn-5c +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),95,22,ak_pn-6 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,29,ak_pn-7 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,87,106,ak_scip-card-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,96,513,ak_scip-inf-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,521,ak_scip-inf-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88,499,ak_scip-inf-3 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,94,146,ak_scip-inf-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgeryxpatientsxneedingxhairxremovedxfromxthexsurgicalxareaxbeforexsurgery& xwhoxhadxhairxremovedxusingxaxsaferxmethodx(electricxclippersxorxhairxremovalxcreamx�cxnotxaxrazor),100,690,ak_scip-inf-6 +20017,xlxskx regionxl hospitxl,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,94,226,ak_scip-vte-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proxrietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,223,ak_scip-vte-2 +20018,yukon kuskokwim delta reg hospital,po box 287,,,bethel,ak,99559,bethel,9075436300,acute care hospitals,government - federal,no,heart attack,ami-1,heart attack patients given aspirin at arrival,,,ak_ami-1 +20018,yukon kuskokwim delta reg hospital,poxboxx287,,,bethel,ak,99559,bethel,9075436300,acute care hospitals,government - federal,no,heart attack,ami-2,heart attack patients given aspirin at discharge,,,ak_ami-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,89,150,al_pn-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitaxs,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,149,al_pn-3b +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,79,al_pn-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,192,al_pn-5c +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jxffxrson,2563864556,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),86,139,al_pn-6 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,xefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,119,al_pn-7 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,81,54,al_scip-card-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,92,253,al_scip-inf-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,255,al_scip-inf-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),84,245,al_scip-inf-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,x,al_scip-inf-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,369,al_scip-inf-6 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,sxip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,85,144,al_scip-vte-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jexxerson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,79,142,al_scip-vte-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,11,al_ami-1 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,hexrt attxck,ami-2,heart attack patients given aspirin at discharge,100,5,al_ami-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,3,al_ami-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,83,6,al_ami-5 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,334774x601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,2,al_ami-7a +10021,dale medical center,126xhospitalxave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heaxt failuxe patients given dischaxge instxuctions,66,79,al_hf-1 +10021,dale medical center,126 hospital ave,,,ozarx,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,96,94,al_hf-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,18,al_hf-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,94,32,al_hf-4 +10021,dale medical center,126 hospital ave,,,ozark,xl,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,85,80,ax_pn-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,94,67,al_pn-3b +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,87,39,al_pn-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,74,al_pn-5c +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),64,59,al_pn-6 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,62,al_pn-7 +10021,dale medical center,126 hospital ave,,,ozark,xl,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,12,al_scip-card-2 +10021,dale medical center,1x6 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,94,52,al_scip-inf-1 +10021,dale medical center,126 hospital ave,,,xzark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,96,52,al_scip-inf-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),85,48,al_scip-inf-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),1xx,94,al_scip-inf-6 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,50,al_scip-vte-1 +10021,dale medical center,126 hospital ave,,,ozark,al,x6x60,dale,3347742601,acute caxe hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,68,50,al_scip-vte-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,0,al_ami-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yxs,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hxspitals,voluntaryxnon-profitx-xprivate,yes,heart attack,ami-3,hxart attack patixnts givxn ace inhibitor or arb for lxft vxntricular systolic dysfunction (lvsd),,0,al_ami-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-x,heart attack patients given beta blocker at discharge,,0,al_ami-5 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acutx carx hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,83,35,al_hf-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,x5960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,48,al_hf-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,10,al_hf-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,chxrokxx,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,44,al_pn-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,33,al_pn-3b +10022,cherokee medical center,400 northwood dr,,,centre,ax,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,20,al_pn-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,89,56,al_pn-5c +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonix,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93x,44,al_pn-6 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonix pxtients assessed xnd given influenzx vxccinxtion,81,31,al_pn-7 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,0,2,al_scip-inf-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,2,al_scip-inf-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acuxe care hospixals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),0,1,al_scip-inf-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,chxrokxx,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,6,al_scip-inf-6 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,1xx,5,al_scip-vte-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,5,al_scip-vte-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342xx2100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,134,al_ami-1 +10023,baptist medical center south,2105 east south boulevard,,,montxomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,282,al_ami-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,53,al_ami-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,119,al_ami-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,254,al_ami-5 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yxs,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,96,27,al_ami-8a +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,25x,al_hf-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,292,al_hf-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,98,al_hf-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,volxntary non-profit - chxrch,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,77,al_hf-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,monxgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,94,99,al_pn-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,103,al_pn-3b +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,80,al_pn-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,101,al_pn-5c +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),90,71,al_pn-6 +10023,baptist medical cexter south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hosxitals,voluntary non-profit - church,yes,pneumonia,pn-7,pxeumoxia patiexts assessed axd givex ixfluexza vaccixatiox,92,87,al_pn-7 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,97,89,al_scip-card-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,412,al_scip-inf-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97,423,al_scip-inf-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yex,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,392,al_scip-inf-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,95,125,al_scip-inf-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,575,al_scip-inf-6 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,98,179,al_scip-vte-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomexy,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,179,al_scip-vte-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,hexrt attxck pxtients given aspirin xt arrivxl,95,111,al_ami-1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,92,165,al_ami-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),79,24,al_ami-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,3x10x,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,97,65,al_ami-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heaxt attack patients given beta blockex at dischaxge,95,173,al_ami-5 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,x,al_ami-7a +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,40,15,al_ami-8a +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938xxx,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,45,430,al_hf-1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,90,518,al_hf-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,146,al_hf-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,monxgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,99,93,al_hf-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,85,243,al_pn-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,230,al_pn-3b +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91,74,al_pn-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pxeumoxia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,88,233,al_pn-5x +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),82,97,al_pn-6 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,184,al_pn-7 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,180,al_scip-card-2 +1xx24,jackson hospital & clinic inc,1725 pine street,,,montgomery,xl,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,78,844,al_scip-inf-1 +10024,jaxkson hospital & xlinix inx,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,827,al_scip-inf-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,33x2938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),83,817,al_scip-inf-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938xxx,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,allxheartxsurgeryxpatientsxwhosexbloodxsugarx(bloodxglucose)xisxkeptxunderxgoodxcontrolxinxthexdaysxrightxafterxsurgery,72,270,al_scip-inf-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,1062,al_scip-inf-6 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,xes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92,263,al_scipxvtex1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,259,al_scip-vte-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,92,24,al_ami-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,90,10,xl_xmi-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,50,4,al_ami-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,92,13,al_ami-5 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,2,al_ami-7a +10025,g h lanier memorial hospital,4800 48th st,,,valley,ax,36854,chambers,334x561400,acute care hospitals,voluntary non-profit - otxer,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,54,137,al_hf-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,164,al_hf-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,75,al_hf-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,97,38,al_hf-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,80,55,al_pn-2 +10025,g h lanier memorial hospital,4800 48th st,,,vallex,al,36854,xhambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,43,al_pn-3b +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91,34,al_pn-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,px-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,82,50,al_pn-5c +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85,52,al_pn-6 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,75,60,al_pn-7 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,32,19,al_scip-card-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,117,al_scip-inf-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,118,al_scip-inf-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),79,116,al_scip-inf-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acuxe care hospixals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),96,172,al_scip-inf-6 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,85,al_scip-vte-1 +10025,g h lanier memorial hospital,4800 48th st,,,vxlley,al,36854,chaxbers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,82,84,al_scip-vte-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,,al_ami-1 +10027,elba general hospital,987 drayton street,,,elba,ax,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,33x8972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_ami-3 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,,al_ami-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,,al_ami-5 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,,al_ami-7a +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,,al_ami-8a +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,2,al_hf-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart faixure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,3,al_hf-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_hf-3 +10027,elba general hospital,987 drayton street,,,exba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,,0,al_hf-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffxx,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,31,al_pn-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,19,al_pn-3b +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,12,al_pn-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,100,40,al_pn-5c +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,30,al_pn-6 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,100,23,al_pn-7 +x0027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical ixfectiox prevextiox,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heaxt suxgexy patients whose blood sugax (blood glucose) is kept undex good contxol in the days xight aftex suxgexy,,,al_scip-inf-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,185,al_ami-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97,290,al_ami-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,72,al_ami-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,122,al_ami-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,98,281,al_ami-5 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,85,26,al_amix8a +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,82,527,al_hf-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,570,al_hf-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),92,272,al_hf-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,101,al_hf-4 +x0029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,92,114,al_pn-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yex,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,91,129,al_pn-3b +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,59,al_pn-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,153,al_pn-5c +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonxa,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),97,115,al_pn-6 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,89,al_pn-7 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,xee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,98,208,al_scip-card-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acuxe care hospixals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,1001,al_scip-inf-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,1016,al_scip-inf-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),97,962,al_scip-inf-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,98,241,al_scip-inf-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,1421,al_scip-inf-6 +1xx29,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vtx-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92,473,al_scip-vte-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,473,al_scip-vte-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-1,heart attack patients given aspirin at arrival,50,4,al_ami-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-2,heart attack patients given aspirin at discharge,67,3,al_ami-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +1xx32,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,67,3,al_ami-5 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,alxami-7a +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hfx1,heart failure patients given discharge instructions,0,34,al_hf-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,38,39,al_hf-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left xentricular systolic dysfunction (lxsd),25,4,al_hf-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-4,heart faxlure patxents gxven smokxng cessatxon advxce/counselxng,100,2,al_hf-4 +10032,wedowee hospital,209 xorth maix street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,25,28,al_pn-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,xo,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,14,al_pn-3b +10032,wedowee hosxital,209 north main street,,,wxdowxx,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,67,6,al_pn-4 +1xx32,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,90,30,al_pn-5c +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),96,23,al_pn-6 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,12,16,al_pn-7 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,20593xx011,acute care hospitals,government - state,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,229,al_ami-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,98,316,al_ami-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,87,al_ami-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,147,al_ami-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,97,331,al_ami-5 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jxffxrson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-8a,heartxattackxpatientsxgivenxpcixwithinx90xminutesxofxarrival,98,47,al_ami-8a +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,xf-1,heart failure patients given discharge instructions,46,618,al_hf-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yex,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,96,681,al_hf-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,343,al_hf-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,hfx4,heart failure patients given smoking cessation advice/counseling,100,130,al_hf-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74,247,al_pn-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,92,378,alxpn-3b +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,3x233,jefferson,2059344011,acute care hospitals,government - state,yes,xneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,169,al_pn-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,92,357,al_pn-5c +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85,155,al_pn-6 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,79,242,al_pn-7 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,69,94,al_scip-card-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,88,324,al_scip-inf-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,x52xx,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95,350,al_scip-inf-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),87,317,al_scip-inf-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,76,140,al_scip-inf-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,585,al_scip-inf-6 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jexxerson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,79,230,al_scip-vte-1 +10033,university of alabama hospital,619 south 19th street,,,birminxham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,77,224,al_scip-vte-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,amix1,heart attack patients given aspirin at arrival,77,13,al_ami-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmoxe,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,100,4,al_ami-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,amx-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute cxre hospitxls,voluntary non-profit - private,no,heart attaxk,ami-5,heart attack patients given beta blocker at discharge,75,4,al_ami-5 +10034,community hospital inc,805 friendship road,,,tallaxxee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10034,communitx hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elxore,3342836541,acute care hospitals,voluntary non-profit - private,no,hexrt fxilure,hf-1,heart failure patients given discharge instructions,xx,65,al_hf-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,334x836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,87,al_hf-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,30,al_hf-3 +10034,community hospital inc,805 friendship road,,,tallassee,xl,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,9,al_hf-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,70,al_pn-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,76,al_pn-3b +100x4,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,90,41,al_pn-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acutexcarexhospitals,voluntary non-profit - private,no,pneumonia,pn-5c,pxeumoxia patiexts givex ixitial axtibiotic(s) withix 6 hours after arrival,97,71,al_pn-5c +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pxeumoxia patiexts givex the most appropriate ixitial axtibiotic(s),96,52,al_pn-6 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,93,56,al_pn-7 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,3,al_scip-card-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,10,al_scip-inf-1 +10034,communixy hospixal inc,805 friendship road,,,tallassee,al,36x78,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,10,al_scip-inf-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx,9,al_scip-inf-3 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection xrevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,33x28365x1,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery paxienxs needing hair removed from xhe surgical area before surgery who had hair removed using a safer mexhod (elecxric clippers or hair removal cream c nox a razor),100,33,al_scip-inf-6 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,24,al_scip-vte-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,88,24,al_scip-vte-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heartxattack,ami-1,heart attack patients given aspirin at arrival,100,51,al_ami-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,26,al_ami-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,amx-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),x7,3,al_ami-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,3,al_ami-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,23,al_ami-5 +100x5,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_amx-7a +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cxllman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,99,158,al_hf-1 +1xx35,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,200,al_hf-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,37,al_hf-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,42,al_hf-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,155,al_pn-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,138,al_pn-3b +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acutexcarexhospitals,government - hospital district or authority,yes,pneumonia,px-4,pneumonia patients given smoking cessation advice/counseling,100,90,al_pn-4 +10035,cullmxn regionxl medicxl center,1912 alabama highway 157,,,cullman,al,35058,cxllman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,160,al_pn-5c +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),98,136,al_pn-6 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,98,125,al_pn-7 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,suxgical infection pxevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,99,68,al_scip-card-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,411,al_scip-inf-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scix-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,417,al_scip-inf-2 +10035,cullman regional medical center,1912xalabamaxhighwayx157,,,cuxxman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),98,405,al_scip-inf-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,598,al_scip-inf-6 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,298,al_scip-vte-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,95,298,al_scip-vte-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-1,heart attack patients given aspirin at arrival,100,8,al_ami-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-2,heart attack patients given aspirin at discharge,60,5,al_ami-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,3,al_ami-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,prxprietary,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,6,al_ami-5 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-1,heart failure patients given discharge instructions,100,121,al_hf-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hx-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,91,139,al_hf-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,3642x,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),86,21,al_hf-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,334xxx8466,acute care hospitals,proprietary,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,32,al_hf-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,coxington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,77,al_pn-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,55,al_pn-3b +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,43,al_pn-4 +1xx36,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,93,al_pn-5c +10036,andalusia regional hospital,849 south three notch street,,,andaluxia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),75,64,al_pn-6 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,52,al_pn-7 +10036,andaxusia regionax hospitax,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,19,al_scip-card-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,139,al_scip-inf-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88,141,al_scipxinfx2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),99,136,al_scip-inf-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,33422284xx,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,204,al_scip-inf-6 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,xl,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,80,66,al_scix-vte-1 +10036,andaluxia regional hoxpital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,80,66,al_scip-vte-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-1,children who received reliever medication while hospitalized for asthma,100,9,al_cac-1 +10038,stringfellow memorial hospital,301 east 1xth st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,96,al_scip-inf-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,98,al_scip-inf-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),x3,95,al_scip-inf-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,195,al_scip-inf-6 +10038,stringfellow memorial hospital,301 east 18th st,,,annxston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90,117,al_scip-vte-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,89,116,al_scip-vte-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,xax-1,children who received reliever medication while hospitalized for asthma,100,193,al_cac-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,98,193,al_cac-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,14,193,al_cac-3 +10039,huntsvxlle hospxtal,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,155,al_ami-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,323,al_ami-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acutexcarexhospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,77,al_ami-3 +1003x,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attaxk,ami-4,heart attack patients given smoking cessation advice/counseling,100,135,al_ami-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,301,al_ami-5 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitaxs,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,82,44,al_ami-8a +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,goverxmext - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,72,264,al_hf-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madisxn,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heaxt failuxe patients given an evaluation of left ventxiculax systolic (lvs) function,95,303,al_hf-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),98,102,al_hf-3 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,51,al_hf-x +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-x,pneumonia patients assessed and given pneumococcal vaccination,96,509,al_pn-2 +1xx39,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,496,al_pn-3b +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,294,al_pn-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,xl,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,93,511,al_pn-5c +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),89,313,al_pn-6 +100x9,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,89,409,al_pn-7 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,90,123,al_scip-card-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95,601,al_scip-inf-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,603,xl_scip-inf-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yxs,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),93,561,al_scip-inf-3 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madisox,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,95,149,al_scip-inf-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),99,852,al_scip-inf-6 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,93,269,al_scip-vte-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,269,al_scip-vte-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patxents gxven aspxrxn at arrxval,94,123,al_ami-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,99,134,al_ami-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),89,18,al_ami-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,79,al_ami-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,95,117,al_ami-5 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,68,25,al_ami-7a +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,83,12,al_ami-8a +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,xes,heart failure,hf-1,heart failure patients given discharge instructions,47,211,al_hf-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,259,al_hf-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,69,al_hf-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,70,al_hf-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,96,255,al_pn-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,axute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,187,al_pn-3b +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,x590x,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,130,al_pn-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonix pxtients given initixl antibiotic(s) within 6 hours after arrivxl,94,266,al_pn-5c +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),89,153,al_pn-6 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,96,187,al_pn-7 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,91,109,al_scip-card-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,557,al_scip-inf-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gxdsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97,564,al_scip-inf-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),90,520,al_scip-inf-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,94,186,al_scip-inf-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944xxx,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,854,al_scip-inf-6 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,315,al_scip-vte-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,315,al_scip-vte-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,1,xl_xmi-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,1,al_ami-5 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,84,19,al_hf-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,89,28,al_hf-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,4,al_hf-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,4,al_hf-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,89,47,al_pn-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,92,36,al_pn-3b +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,16,al_pn-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,44,al_pn-5c +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pnx6,pneumonia patients given the most appropriate initial antibiotic(s),95,38,al_pnx6 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81,37,al_pn-7 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,50,2,al_scip-card-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,4,al_scip-inf-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntaxy non-pxofit - pxivate,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,4,al_scip-inf-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,4,al_scip-inf-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute caxe hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10043,chilton medical center,x0x0 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,5,al_scip-inf-6 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,0,al_scip-vte-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infxction prxvxntion,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,0,al_scip-vte-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,67,3,al_ami-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,67,3,al_ami-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10044,marion regional medical center,1256 military street south,,,hamilxon,al,35570,marion,x059x16x00,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,33,3,al_ami-5 +10044,marion regional medical center,1256 military street sxuth,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +1xx44,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,74,38,al_hf-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,80x,46,al_hf-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),78,18,al_hf-3 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,80,10,al_hf-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,96,101,al_pn-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,78,al_pn-3b +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,20x9216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,px-4,pneumonia patients given smoking cessation advice/counseling,90,42,al_pn-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yxs,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,121,al_pn-5c +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),76,97,al_pn-6 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluxtary xox-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,91,85,al_pn-7 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical ixfectiox prevextiox,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,3,al_scip-card-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,80,15,al_scip-inf-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,87,15,al_scip-inf-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntaxy non-pxofit - pxivate,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),87,15,al_scip-inf-3 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,19,al_scip-inf-6 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,4,al_scip-vte-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,4,al_scip-vte-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hoxpitalx,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,18,al_ami-1 +1xx45,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,12,al_ami-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),0,1,al_ami-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,1,al_ami-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,82,11,al_ami-5 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10045,fayette medical center,1653 temple avenue north,,,fayette,xl,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,87,67,al_hf-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,85,al_hf-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,xl,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),89,19,al_hf-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,16,al_hf-4 +x0045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,x5,117,al_pn-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yex,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,41,al_pn-3b +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,34,al_pn-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,109,al_pn-5c +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),87,79,al_pn-6 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaxxination,87,86,al_pn-7 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,0,al_scip-card-2 +10045,fayette medical center,1653 temple avenue north,,,faxette,al,35555,fayexxe,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,0,al_scip-inf-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,0,al_scip-inf-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,0,al_scip-inf-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,7,al_scip-inf-6 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,3,al_scip-vte-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,3,al_scip-vte-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acutexcarexhospitals,proprietary,yes,children s asthma care,cac-1,childrenxwhoxreceivedxrelieverxmedicationxwhilexhospitalizedxforxasthma,100,4,al_cac-1 +10046,rivxrvixw rxgional mxdical cxntxr,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,100,4,al_cac-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,100,4,al_cac-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,126,al_ami-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,145,al_ami-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,25,al_ami-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,68,al_ami-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,125,al_ami-5 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,88,8,al_ami-7a +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,100,16,al_ami-8a +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,268,al_hf-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,350,al_hf-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,90,al_hf-3 +10046,riverview regional medical center,600 souxh xhird sxreex,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-4,hearx failure paxienxs given smoking cessaxion advice/counseling,100,85,al_hf-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,x565435x00,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,99,239,al_pn-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowxh,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,196,al_pn-3b +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,109,al_pn-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yex,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,87,261,al_pn-5c +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),76,212,alxpn-6 +10046,xivexview xegional medical centex,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yxs,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,178,al_pn-7 +10046,riverview rexional medical center,600 south third street,,,gadsden,ax,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,95,107,al_scip-card-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,3590x,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95,402,al_scip-inf-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95,404,al_scip-inf-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),79,352,al_scip-inf-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acuxe care hospixals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,76,114,al_scip-inf-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,607,al_scip-inf-6 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,91,280,al_scip-vte-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,84,280,al_scip-vte-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,amix1,heart attack patients given aspirin at arrival,53,19,al_ami-1 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,50,16,al_ami-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +1xx47,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,33,6,al_ami-4 +10047,georgiana hospital,515 miranda sx,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,60,15,al_ami-5 +10047,georgiana hospital,515 miranxa st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-1,heart failure patients given discharge instructions,53,51,al_hf-1 +10047,georgiaxa hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,63,59,al_hf-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),67,6,al_hf-3 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,75,8,al_hf-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90,39,al_pn-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,50,2,al_pn-3b +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butxer,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,80,5,al_pn-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,36,al_pn-5c +10047,georgiana hospital,515 mirxndx st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),50,30,al_pn-6 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,65,31,al_pn-7 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10047,georgiana hospital,515 miranda st,,,geoxgiana,al,36033,butler,3343762205,acute care hosxitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +1004x,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,hexrt attxck,ami-1,heart attack patients given aspirin at arrival,100,4,al_ami-1 +10049,medixal xenter enterprise,400xnxedwardsxstreet,,,enterprise,al,36330,coffee,3343470584,acute xare hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,2,al_ami-5 +10049,medical center enterprise,400 n edwards street,,,enterprxse,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10049,medxcal center enterprxse,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,96,70,al_hf-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,82,al_hf-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acutexcarexhospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,34,al_hf-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,cxffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,72,al_pn-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,98,49,al_pn-3b +10049,medical center enterprise,400 n edwards street,,,xntxrprisx,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,24,al_pn-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,85,al_pn-5c +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),99,67,al_pn-6 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,100,37,al_pn-7 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,27,al_scip-card-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,397,al_scip-inf-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical xnfection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,399,al_scip-inf-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,391,al_scip-inf-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acutexcarexhospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,485,al_scip-inf-6 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,196,al_scip-vte-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,196,al_scip-vte-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,7,al_ami-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,2,al_ami-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,3,al_ami-5 +10050,st vincents blount,150 gilbreath drive,,,onxonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10050,st vincents blount,150 gilxreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10050,st vincents bxount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,50,24,al_hf-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,85,34,al_hf-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,7,al_hf-3 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,43,7,al_hf-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74,92,al_pn-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,83,103,al_pn-3b +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,83,29,al_pn-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,105,al_pn-5c +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),77,74,al_pn-6 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,64,55,al_pn-7 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery pxtients who were txking hexrt drugs cxlled betx blockers before coming to the hospitxl who were kept on the betx blockers during the period just before xnd xfter their surgery,25,8,al_scip-card-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,64,28,al_scip-inf-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88,25,al_scip-inf-2 diff --git a/testdata/hospital/hospital_numerical_clean.csv b/testdata/hospital/hospital_numerical_clean.csv new file mode 100644 index 000000000..99403db99 --- /dev/null +++ b/testdata/hospital/hospital_numerical_clean.csv @@ -0,0 +1,19001 @@ +tid,attribute,correct_val +0,ProviderNumber,10018 +0,HospitalName,callahan eye foundation hospital +0,Address1,1720 university blvd +0,Address2, +0,Address3, +0,City,birmingham +0,State,al +0,ZipCode,35233 +0,CountyName,jefferson +0,PhoneNumber,2053258100 +0,HospitalType,acute care hospitals +0,HospitalOwner,voluntary non-profit - private +0,EmergencyService,yes +0,Condition,surgical infection prevention +0,MeasureCode,scip-card-2 +0,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +0,Score, +0,Sample, +0,Stateavg,al_scip-card-2 +1,ProviderNumber,10018 +1,HospitalName,callahan eye foundation hospital +1,Address1,1720 university blvd +1,Address2, +1,Address3, +1,City,birmingham +1,State,al +1,ZipCode,35233 +1,CountyName,jefferson +1,PhoneNumber,2053258100 +1,HospitalType,acute care hospitals +1,HospitalOwner,voluntary non-profit - private +1,EmergencyService,yes +1,Condition,surgical infection prevention +1,MeasureCode,scip-inf-1 +1,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +1,Score, +1,Sample, +1,Stateavg,al_scip-inf-1 +2,ProviderNumber,10018 +2,HospitalName,callahan eye foundation hospital +2,Address1,1720 university blvd +2,Address2, +2,Address3, +2,City,birmingham +2,State,al +2,ZipCode,35233 +2,CountyName,jefferson +2,PhoneNumber,2053258100 +2,HospitalType,acute care hospitals +2,HospitalOwner,voluntary non-profit - private +2,EmergencyService,yes +2,Condition,surgical infection prevention +2,MeasureCode,scip-inf-2 +2,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +2,Score, +2,Sample, +2,Stateavg,al_scip-inf-2 +3,ProviderNumber,10018 +3,HospitalName,callahan eye foundation hospital +3,Address1,1720 university blvd +3,Address2, +3,Address3, +3,City,birmingham +3,State,al +3,ZipCode,35233 +3,CountyName,jefferson +3,PhoneNumber,2053258100 +3,HospitalType,acute care hospitals +3,HospitalOwner,voluntary non-profit - private +3,EmergencyService,yes +3,Condition,surgical infection prevention +3,MeasureCode,scip-inf-3 +3,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +3,Score, +3,Sample, +3,Stateavg,al_scip-inf-3 +4,ProviderNumber,10018 +4,HospitalName,callahan eye foundation hospital +4,Address1,1720 university blvd +4,Address2, +4,Address3, +4,City,birmingham +4,State,al +4,ZipCode,35233 +4,CountyName,jefferson +4,PhoneNumber,2053258100 +4,HospitalType,acute care hospitals +4,HospitalOwner,voluntary non-profit - private +4,EmergencyService,yes +4,Condition,surgical infection prevention +4,MeasureCode,scip-inf-4 +4,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +4,Score, +4,Sample, +4,Stateavg,al_scip-inf-4 +5,ProviderNumber,10018 +5,HospitalName,callahan eye foundation hospital +5,Address1,1720 university blvd +5,Address2, +5,Address3, +5,City,birmingham +5,State,al +5,ZipCode,35233 +5,CountyName,jefferson +5,PhoneNumber,2053258100 +5,HospitalType,acute care hospitals +5,HospitalOwner,voluntary non-profit - private +5,EmergencyService,yes +5,Condition,surgical infection prevention +5,MeasureCode,scip-inf-6 +5,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +5,Score, +5,Sample, +5,Stateavg,al_scip-inf-6 +6,ProviderNumber,10018 +6,HospitalName,callahan eye foundation hospital +6,Address1,1720 university blvd +6,Address2, +6,Address3, +6,City,birmingham +6,State,al +6,ZipCode,35233 +6,CountyName,jefferson +6,PhoneNumber,2053258100 +6,HospitalType,acute care hospitals +6,HospitalOwner,voluntary non-profit - private +6,EmergencyService,yes +6,Condition,surgical infection prevention +6,MeasureCode,scip-vte-1 +6,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +6,Score, +6,Sample, +6,Stateavg,al_scip-vte-1 +7,ProviderNumber,10018 +7,HospitalName,callahan eye foundation hospital +7,Address1,1720 university blvd +7,Address2, +7,Address3, +7,City,birmingham +7,State,al +7,ZipCode,35233 +7,CountyName,jefferson +7,PhoneNumber,2053258100 +7,HospitalType,acute care hospitals +7,HospitalOwner,voluntary non-profit - private +7,EmergencyService,yes +7,Condition,surgical infection prevention +7,MeasureCode,scip-vte-2 +7,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +7,Score, +7,Sample, +7,Stateavg,al_scip-vte-2 +8,ProviderNumber,10019 +8,HospitalName,helen keller memorial hospital +8,Address1,1300 south montgomery avenue +8,Address2, +8,Address3, +8,City,sheffield +8,State,al +8,ZipCode,35660 +8,CountyName,jefferson +8,PhoneNumber,2563864556 +8,HospitalType,acute care hospitals +8,HospitalOwner,government - hospital district or authority +8,EmergencyService,yes +8,Condition,heart attack +8,MeasureCode,ami-1 +8,MeasureName,heart attack patients given aspirin at arrival +8,Score,97 +8,Sample,33 +8,Stateavg,al_ami-1 +9,ProviderNumber,10019 +9,HospitalName,helen keller memorial hospital +9,Address1,1300 south montgomery avenue +9,Address2, +9,Address3, +9,City,sheffield +9,State,al +9,ZipCode,35660 +9,CountyName,jefferson +9,PhoneNumber,2563864556 +9,HospitalType,acute care hospitals +9,HospitalOwner,government - hospital district or authority +9,EmergencyService,yes +9,Condition,heart attack +9,MeasureCode,ami-2 +9,MeasureName,heart attack patients given aspirin at discharge +9,Score,92 +9,Sample,13 +9,Stateavg,al_ami-2 +10,ProviderNumber,10019 +10,HospitalName,helen keller memorial hospital +10,Address1,1300 south montgomery avenue +10,Address2, +10,Address3, +10,City,sheffield +10,State,al +10,ZipCode,35660 +10,CountyName,jefferson +10,PhoneNumber,2563864556 +10,HospitalType,acute care hospitals +10,HospitalOwner,government - hospital district or authority +10,EmergencyService,yes +10,Condition,heart attack +10,MeasureCode,ami-3 +10,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +10,Score,75 +10,Sample,4 +10,Stateavg,al_ami-3 +11,ProviderNumber,10019 +11,HospitalName,helen keller memorial hospital +11,Address1,1300 south montgomery avenue +11,Address2, +11,Address3, +11,City,sheffield +11,State,al +11,ZipCode,35660 +11,CountyName,jefferson +11,PhoneNumber,2563864556 +11,HospitalType,acute care hospitals +11,HospitalOwner,government - hospital district or authority +11,EmergencyService,yes +11,Condition,heart attack +11,MeasureCode,ami-4 +11,MeasureName,heart attack patients given smoking cessation advice/counseling +11,Score,100 +11,Sample,4 +11,Stateavg,al_ami-4 +12,ProviderNumber,10019 +12,HospitalName,helen keller memorial hospital +12,Address1,1300 south montgomery avenue +12,Address2, +12,Address3, +12,City,sheffield +12,State,al +12,ZipCode,35660 +12,CountyName,jefferson +12,PhoneNumber,2563864556 +12,HospitalType,acute care hospitals +12,HospitalOwner,government - hospital district or authority +12,EmergencyService,yes +12,Condition,heart attack +12,MeasureCode,ami-5 +12,MeasureName,heart attack patients given beta blocker at discharge +12,Score,86 +12,Sample,14 +12,Stateavg,al_ami-5 +13,ProviderNumber,10019 +13,HospitalName,helen keller memorial hospital +13,Address1,1300 south montgomery avenue +13,Address2, +13,Address3, +13,City,sheffield +13,State,al +13,ZipCode,35660 +13,CountyName,jefferson +13,PhoneNumber,2563864556 +13,HospitalType,acute care hospitals +13,HospitalOwner,government - hospital district or authority +13,EmergencyService,yes +13,Condition,heart attack +13,MeasureCode,ami-7a +13,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +13,Score, +13,Sample,0 +13,Stateavg,al_ami-7a +14,ProviderNumber,10019 +14,HospitalName,helen keller memorial hospital +14,Address1,1300 south montgomery avenue +14,Address2, +14,Address3, +14,City,sheffield +14,State,al +14,ZipCode,35660 +14,CountyName,jefferson +14,PhoneNumber,2563864556 +14,HospitalType,acute care hospitals +14,HospitalOwner,government - hospital district or authority +14,EmergencyService,yes +14,Condition,heart attack +14,MeasureCode,ami-8a +14,MeasureName,heart attack patients given pci within 90 minutes of arrival +14,Score, +14,Sample,0 +14,Stateavg,al_ami-8a +15,ProviderNumber,10019 +15,HospitalName,helen keller memorial hospital +15,Address1,1300 south montgomery avenue +15,Address2, +15,Address3, +15,City,sheffield +15,State,al +15,ZipCode,35660 +15,CountyName,jefferson +15,PhoneNumber,2563864556 +15,HospitalType,acute care hospitals +15,HospitalOwner,government - hospital district or authority +15,EmergencyService,yes +15,Condition,heart failure +15,MeasureCode,hf-1 +15,MeasureName,heart failure patients given discharge instructions +15,Score,80 +15,Sample,114 +15,Stateavg,al_hf-1 +16,ProviderNumber,10019 +16,HospitalName,helen keller memorial hospital +16,Address1,1300 south montgomery avenue +16,Address2, +16,Address3, +16,City,sheffield +16,State,al +16,ZipCode,35660 +16,CountyName,jefferson +16,PhoneNumber,2563864556 +16,HospitalType,acute care hospitals +16,HospitalOwner,government - hospital district or authority +16,EmergencyService,yes +16,Condition,heart failure +16,MeasureCode,hf-2 +16,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +16,Score,99 +16,Sample,149 +16,Stateavg,al_hf-2 +17,ProviderNumber,10019 +17,HospitalName,helen keller memorial hospital +17,Address1,1300 south montgomery avenue +17,Address2, +17,Address3, +17,City,sheffield +17,State,al +17,ZipCode,35660 +17,CountyName,jefferson +17,PhoneNumber,2563864556 +17,HospitalType,acute care hospitals +17,HospitalOwner,government - hospital district or authority +17,EmergencyService,yes +17,Condition,heart failure +17,MeasureCode,hf-3 +17,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +17,Score,92 +17,Sample,37 +17,Stateavg,al_hf-3 +18,ProviderNumber,10019 +18,HospitalName,helen keller memorial hospital +18,Address1,1300 south montgomery avenue +18,Address2, +18,Address3, +18,City,sheffield +18,State,al +18,ZipCode,35660 +18,CountyName,jefferson +18,PhoneNumber,2563864556 +18,HospitalType,acute care hospitals +18,HospitalOwner,government - hospital district or authority +18,EmergencyService,yes +18,Condition,heart failure +18,MeasureCode,hf-4 +18,MeasureName,heart failure patients given smoking cessation advice/counseling +18,Score,100 +18,Sample,41 +18,Stateavg,al_hf-4 +19,ProviderNumber,10001 +19,HospitalName,southeast alabama medical center +19,Address1,1108 ross clark circle +19,Address2, +19,Address3, +19,City,dothan +19,State,al +19,ZipCode,36302 +19,CountyName,houston +19,PhoneNumber,3347938701 +19,HospitalType,acute care hospitals +19,HospitalOwner,government - hospital district or authority +19,EmergencyService,yes +19,Condition,heart attack +19,MeasureCode,ami-1 +19,MeasureName,heart attack patients given aspirin at arrival +19,Score,98 +19,Sample,270 +19,Stateavg,al_ami-1 +20,ProviderNumber,10001 +20,HospitalName,southeast alabama medical center +20,Address1,1108 ross clark circle +20,Address2, +20,Address3, +20,City,dothan +20,State,al +20,ZipCode,36302 +20,CountyName,houston +20,PhoneNumber,3347938701 +20,HospitalType,acute care hospitals +20,HospitalOwner,government - hospital district or authority +20,EmergencyService,yes +20,Condition,heart attack +20,MeasureCode,ami-2 +20,MeasureName,heart attack patients given aspirin at discharge +20,Score,99 +20,Sample,516 +20,Stateavg,al_ami-2 +21,ProviderNumber,10001 +21,HospitalName,southeast alabama medical center +21,Address1,1108 ross clark circle +21,Address2, +21,Address3, +21,City,dothan +21,State,al +21,ZipCode,36302 +21,CountyName,houston +21,PhoneNumber,3347938701 +21,HospitalType,acute care hospitals +21,HospitalOwner,government - hospital district or authority +21,EmergencyService,yes +21,Condition,heart attack +21,MeasureCode,ami-3 +21,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +21,Score,96 +21,Sample,71 +21,Stateavg,al_ami-3 +22,ProviderNumber,10001 +22,HospitalName,southeast alabama medical center +22,Address1,1108 ross clark circle +22,Address2, +22,Address3, +22,City,dothan +22,State,al +22,ZipCode,36302 +22,CountyName,houston +22,PhoneNumber,3347938701 +22,HospitalType,acute care hospitals +22,HospitalOwner,government - hospital district or authority +22,EmergencyService,yes +22,Condition,heart attack +22,MeasureCode,ami-4 +22,MeasureName,heart attack patients given smoking cessation advice/counseling +22,Score,100 +22,Sample,244 +22,Stateavg,al_ami-4 +23,ProviderNumber,10001 +23,HospitalName,southeast alabama medical center +23,Address1,1108 ross clark circle +23,Address2, +23,Address3, +23,City,dothan +23,State,al +23,ZipCode,36302 +23,CountyName,houston +23,PhoneNumber,3347938701 +23,HospitalType,acute care hospitals +23,HospitalOwner,government - hospital district or authority +23,EmergencyService,yes +23,Condition,heart attack +23,MeasureCode,ami-5 +23,MeasureName,heart attack patients given beta blocker at discharge +23,Score,99 +23,Sample,441 +23,Stateavg,al_ami-5 +24,ProviderNumber,10001 +24,HospitalName,southeast alabama medical center +24,Address1,1108 ross clark circle +24,Address2, +24,Address3, +24,City,dothan +24,State,al +24,ZipCode,36302 +24,CountyName,houston +24,PhoneNumber,3347938701 +24,HospitalType,acute care hospitals +24,HospitalOwner,government - hospital district or authority +24,EmergencyService,yes +24,Condition,heart attack +24,MeasureCode,ami-7a +24,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +24,Score, +24,Sample,0 +24,Stateavg,al_ami-7a +25,ProviderNumber,10001 +25,HospitalName,southeast alabama medical center +25,Address1,1108 ross clark circle +25,Address2, +25,Address3, +25,City,dothan +25,State,al +25,ZipCode,36302 +25,CountyName,houston +25,PhoneNumber,3347938701 +25,HospitalType,acute care hospitals +25,HospitalOwner,government - hospital district or authority +25,EmergencyService,yes +25,Condition,heart attack +25,MeasureCode,ami-8a +25,MeasureName,heart attack patients given pci within 90 minutes of arrival +25,Score,72 +25,Sample,40 +25,Stateavg,al_ami-8a +26,ProviderNumber,10001 +26,HospitalName,southeast alabama medical center +26,Address1,1108 ross clark circle +26,Address2, +26,Address3, +26,City,dothan +26,State,al +26,ZipCode,36302 +26,CountyName,houston +26,PhoneNumber,3347938701 +26,HospitalType,acute care hospitals +26,HospitalOwner,government - hospital district or authority +26,EmergencyService,yes +26,Condition,heart failure +26,MeasureCode,hf-1 +26,MeasureName,heart failure patients given discharge instructions +26,Score,78 +26,Sample,455 +26,Stateavg,al_hf-1 +27,ProviderNumber,10001 +27,HospitalName,southeast alabama medical center +27,Address1,1108 ross clark circle +27,Address2, +27,Address3, +27,City,dothan +27,State,al +27,ZipCode,36302 +27,CountyName,houston +27,PhoneNumber,3347938701 +27,HospitalType,acute care hospitals +27,HospitalOwner,government - hospital district or authority +27,EmergencyService,yes +27,Condition,heart failure +27,MeasureCode,hf-2 +27,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +27,Score,99 +27,Sample,514 +27,Stateavg,al_hf-2 +28,ProviderNumber,10001 +28,HospitalName,southeast alabama medical center +28,Address1,1108 ross clark circle +28,Address2, +28,Address3, +28,City,dothan +28,State,al +28,ZipCode,36302 +28,CountyName,houston +28,PhoneNumber,3347938701 +28,HospitalType,acute care hospitals +28,HospitalOwner,government - hospital district or authority +28,EmergencyService,yes +28,Condition,heart failure +28,MeasureCode,hf-3 +28,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +28,Score,91 +28,Sample,165 +28,Stateavg,al_hf-3 +29,ProviderNumber,10001 +29,HospitalName,southeast alabama medical center +29,Address1,1108 ross clark circle +29,Address2, +29,Address3, +29,City,dothan +29,State,al +29,ZipCode,36302 +29,CountyName,houston +29,PhoneNumber,3347938701 +29,HospitalType,acute care hospitals +29,HospitalOwner,government - hospital district or authority +29,EmergencyService,yes +29,Condition,heart failure +29,MeasureCode,hf-4 +29,MeasureName,heart failure patients given smoking cessation advice/counseling +29,Score,100 +29,Sample,110 +29,Stateavg,al_hf-4 +30,ProviderNumber,10001 +30,HospitalName,southeast alabama medical center +30,Address1,1108 ross clark circle +30,Address2, +30,Address3, +30,City,dothan +30,State,al +30,ZipCode,36302 +30,CountyName,houston +30,PhoneNumber,3347938701 +30,HospitalType,acute care hospitals +30,HospitalOwner,government - hospital district or authority +30,EmergencyService,yes +30,Condition,pneumonia +30,MeasureCode,pn-2 +30,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +30,Score,93 +30,Sample,191 +30,Stateavg,al_pn-2 +31,ProviderNumber,10001 +31,HospitalName,southeast alabama medical center +31,Address1,1108 ross clark circle +31,Address2, +31,Address3, +31,City,dothan +31,State,al +31,ZipCode,36302 +31,CountyName,houston +31,PhoneNumber,3347938701 +31,HospitalType,acute care hospitals +31,HospitalOwner,government - hospital district or authority +31,EmergencyService,yes +31,Condition,pneumonia +31,MeasureCode,pn-3b +31,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +31,Score,89 +31,Sample,125 +31,Stateavg,al_pn-3b +32,ProviderNumber,10001 +32,HospitalName,southeast alabama medical center +32,Address1,1108 ross clark circle +32,Address2, +32,Address3, +32,City,dothan +32,State,al +32,ZipCode,36302 +32,CountyName,houston +32,PhoneNumber,3347938701 +32,HospitalType,acute care hospitals +32,HospitalOwner,government - hospital district or authority +32,EmergencyService,yes +32,Condition,pneumonia +32,MeasureCode,pn-4 +32,MeasureName,pneumonia patients given smoking cessation advice/counseling +32,Score,99 +32,Sample,107 +32,Stateavg,al_pn-4 +33,ProviderNumber,10001 +33,HospitalName,southeast alabama medical center +33,Address1,1108 ross clark circle +33,Address2, +33,Address3, +33,City,dothan +33,State,al +33,ZipCode,36302 +33,CountyName,houston +33,PhoneNumber,3347938701 +33,HospitalType,acute care hospitals +33,HospitalOwner,government - hospital district or authority +33,EmergencyService,yes +33,Condition,pneumonia +33,MeasureCode,pn-5c +33,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +33,Score,92 +33,Sample,196 +33,Stateavg,al_pn-5c +34,ProviderNumber,10001 +34,HospitalName,southeast alabama medical center +34,Address1,1108 ross clark circle +34,Address2, +34,Address3, +34,City,dothan +34,State,al +34,ZipCode,36302 +34,CountyName,houston +34,PhoneNumber,3347938701 +34,HospitalType,acute care hospitals +34,HospitalOwner,government - hospital district or authority +34,EmergencyService,yes +34,Condition,pneumonia +34,MeasureCode,pn-6 +34,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +34,Score,80 +34,Sample,147 +34,Stateavg,al_pn-6 +35,ProviderNumber,10001 +35,HospitalName,southeast alabama medical center +35,Address1,1108 ross clark circle +35,Address2, +35,Address3, +35,City,dothan +35,State,al +35,ZipCode,36302 +35,CountyName,houston +35,PhoneNumber,3347938701 +35,HospitalType,acute care hospitals +35,HospitalOwner,government - hospital district or authority +35,EmergencyService,yes +35,Condition,pneumonia +35,MeasureCode,pn-7 +35,MeasureName,pneumonia patients assessed and given influenza vaccination +35,Score,84 +35,Sample,160 +35,Stateavg,al_pn-7 +36,ProviderNumber,10001 +36,HospitalName,southeast alabama medical center +36,Address1,1108 ross clark circle +36,Address2, +36,Address3, +36,City,dothan +36,State,al +36,ZipCode,36302 +36,CountyName,houston +36,PhoneNumber,3347938701 +36,HospitalType,acute care hospitals +36,HospitalOwner,government - hospital district or authority +36,EmergencyService,yes +36,Condition,surgical infection prevention +36,MeasureCode,scip-card-2 +36,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +36,Score,72 +36,Sample,79 +36,Stateavg,al_scip-card-2 +37,ProviderNumber,10001 +37,HospitalName,southeast alabama medical center +37,Address1,1108 ross clark circle +37,Address2, +37,Address3, +37,City,dothan +37,State,al +37,ZipCode,36302 +37,CountyName,houston +37,PhoneNumber,3347938701 +37,HospitalType,acute care hospitals +37,HospitalOwner,government - hospital district or authority +37,EmergencyService,yes +37,Condition,surgical infection prevention +37,MeasureCode,scip-inf-1 +37,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +37,Score,94 +37,Sample,399 +37,Stateavg,al_scip-inf-1 +38,ProviderNumber,10001 +38,HospitalName,southeast alabama medical center +38,Address1,1108 ross clark circle +38,Address2, +38,Address3, +38,City,dothan +38,State,al +38,ZipCode,36302 +38,CountyName,houston +38,PhoneNumber,3347938701 +38,HospitalType,acute care hospitals +38,HospitalOwner,government - hospital district or authority +38,EmergencyService,yes +38,Condition,surgical infection prevention +38,MeasureCode,scip-inf-2 +38,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +38,Score,98 +38,Sample,405 +38,Stateavg,al_scip-inf-2 +39,ProviderNumber,10001 +39,HospitalName,southeast alabama medical center +39,Address1,1108 ross clark circle +39,Address2, +39,Address3, +39,City,dothan +39,State,al +39,ZipCode,36302 +39,CountyName,houston +39,PhoneNumber,3347938701 +39,HospitalType,acute care hospitals +39,HospitalOwner,government - hospital district or authority +39,EmergencyService,yes +39,Condition,surgical infection prevention +39,MeasureCode,scip-inf-3 +39,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +39,Score,88 +39,Sample,385 +39,Stateavg,al_scip-inf-3 +40,ProviderNumber,10001 +40,HospitalName,southeast alabama medical center +40,Address1,1108 ross clark circle +40,Address2, +40,Address3, +40,City,dothan +40,State,al +40,ZipCode,36302 +40,CountyName,houston +40,PhoneNumber,3347938701 +40,HospitalType,acute care hospitals +40,HospitalOwner,government - hospital district or authority +40,EmergencyService,yes +40,Condition,surgical infection prevention +40,MeasureCode,scip-inf-4 +40,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +40,Score,96 +40,Sample,136 +40,Stateavg,al_scip-inf-4 +41,ProviderNumber,10001 +41,HospitalName,southeast alabama medical center +41,Address1,1108 ross clark circle +41,Address2, +41,Address3, +41,City,dothan +41,State,al +41,ZipCode,36302 +41,CountyName,houston +41,PhoneNumber,3347938701 +41,HospitalType,acute care hospitals +41,HospitalOwner,government - hospital district or authority +41,EmergencyService,yes +41,Condition,surgical infection prevention +41,MeasureCode,scip-inf-6 +41,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +41,Score,90 +41,Sample,537 +41,Stateavg,al_scip-inf-6 +42,ProviderNumber,10001 +42,HospitalName,southeast alabama medical center +42,Address1,1108 ross clark circle +42,Address2, +42,Address3, +42,City,dothan +42,State,al +42,ZipCode,36302 +42,CountyName,houston +42,PhoneNumber,3347938701 +42,HospitalType,acute care hospitals +42,HospitalOwner,government - hospital district or authority +42,EmergencyService,yes +42,Condition,surgical infection prevention +42,MeasureCode,scip-vte-1 +42,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +42,Score,86 +42,Sample,185 +42,Stateavg,al_scip-vte-1 +43,ProviderNumber,10001 +43,HospitalName,southeast alabama medical center +43,Address1,1108 ross clark circle +43,Address2, +43,Address3, +43,City,dothan +43,State,al +43,ZipCode,36302 +43,CountyName,houston +43,PhoneNumber,3347938701 +43,HospitalType,acute care hospitals +43,HospitalOwner,government - hospital district or authority +43,EmergencyService,yes +43,Condition,surgical infection prevention +43,MeasureCode,scip-vte-2 +43,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +43,Score,83 +43,Sample,184 +43,Stateavg,al_scip-vte-2 +44,ProviderNumber,10005 +44,HospitalName,marshall medical center south +44,Address1,2505 u s highway 431 north +44,Address2, +44,Address3, +44,City,boaz +44,State,al +44,ZipCode,35957 +44,CountyName,marshall +44,PhoneNumber,2565938310 +44,HospitalType,acute care hospitals +44,HospitalOwner,government - hospital district or authority +44,EmergencyService,yes +44,Condition,heart attack +44,MeasureCode,ami-1 +44,MeasureName,heart attack patients given aspirin at arrival +44,Score,80 +44,Sample,20 +44,Stateavg,al_ami-1 +45,ProviderNumber,10005 +45,HospitalName,marshall medical center south +45,Address1,2505 u s highway 431 north +45,Address2, +45,Address3, +45,City,boaz +45,State,al +45,ZipCode,35957 +45,CountyName,marshall +45,PhoneNumber,2565938310 +45,HospitalType,acute care hospitals +45,HospitalOwner,government - hospital district or authority +45,EmergencyService,yes +45,Condition,heart attack +45,MeasureCode,ami-2 +45,MeasureName,heart attack patients given aspirin at discharge +45,Score,60 +45,Sample,5 +45,Stateavg,al_ami-2 +46,ProviderNumber,10005 +46,HospitalName,marshall medical center south +46,Address1,2505 u s highway 431 north +46,Address2, +46,Address3, +46,City,boaz +46,State,al +46,ZipCode,35957 +46,CountyName,marshall +46,PhoneNumber,2565938310 +46,HospitalType,acute care hospitals +46,HospitalOwner,government - hospital district or authority +46,EmergencyService,yes +46,Condition,heart attack +46,MeasureCode,ami-3 +46,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +46,Score,100 +46,Sample,2 +46,Stateavg,al_ami-3 +47,ProviderNumber,10005 +47,HospitalName,marshall medical center south +47,Address1,2505 u s highway 431 north +47,Address2, +47,Address3, +47,City,boaz +47,State,al +47,ZipCode,35957 +47,CountyName,marshall +47,PhoneNumber,2565938310 +47,HospitalType,acute care hospitals +47,HospitalOwner,government - hospital district or authority +47,EmergencyService,yes +47,Condition,heart attack +47,MeasureCode,ami-4 +47,MeasureName,heart attack patients given smoking cessation advice/counseling +47,Score, +47,Sample,0 +47,Stateavg,al_ami-4 +48,ProviderNumber,10005 +48,HospitalName,marshall medical center south +48,Address1,2505 u s highway 431 north +48,Address2, +48,Address3, +48,City,boaz +48,State,al +48,ZipCode,35957 +48,CountyName,marshall +48,PhoneNumber,2565938310 +48,HospitalType,acute care hospitals +48,HospitalOwner,government - hospital district or authority +48,EmergencyService,yes +48,Condition,heart attack +48,MeasureCode,ami-5 +48,MeasureName,heart attack patients given beta blocker at discharge +48,Score,100 +48,Sample,5 +48,Stateavg,al_ami-5 +49,ProviderNumber,10005 +49,HospitalName,marshall medical center south +49,Address1,2505 u s highway 431 north +49,Address2, +49,Address3, +49,City,boaz +49,State,al +49,ZipCode,35957 +49,CountyName,marshall +49,PhoneNumber,2565938310 +49,HospitalType,acute care hospitals +49,HospitalOwner,government - hospital district or authority +49,EmergencyService,yes +49,Condition,heart attack +49,MeasureCode,ami-7a +49,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +49,Score, +49,Sample,0 +49,Stateavg,al_ami-7a +50,ProviderNumber,10005 +50,HospitalName,marshall medical center south +50,Address1,2505 u s highway 431 north +50,Address2, +50,Address3, +50,City,boaz +50,State,al +50,ZipCode,35957 +50,CountyName,marshall +50,PhoneNumber,2565938310 +50,HospitalType,acute care hospitals +50,HospitalOwner,government - hospital district or authority +50,EmergencyService,yes +50,Condition,heart attack +50,MeasureCode,ami-8a +50,MeasureName,heart attack patients given pci within 90 minutes of arrival +50,Score, +50,Sample,0 +50,Stateavg,al_ami-8a +51,ProviderNumber,10005 +51,HospitalName,marshall medical center south +51,Address1,2505 u s highway 431 north +51,Address2, +51,Address3, +51,City,boaz +51,State,al +51,ZipCode,35957 +51,CountyName,marshall +51,PhoneNumber,2565938310 +51,HospitalType,acute care hospitals +51,HospitalOwner,government - hospital district or authority +51,EmergencyService,yes +51,Condition,heart failure +51,MeasureCode,hf-1 +51,MeasureName,heart failure patients given discharge instructions +51,Score,78 +51,Sample,110 +51,Stateavg,al_hf-1 +52,ProviderNumber,10005 +52,HospitalName,marshall medical center south +52,Address1,2505 u s highway 431 north +52,Address2, +52,Address3, +52,City,boaz +52,State,al +52,ZipCode,35957 +52,CountyName,marshall +52,PhoneNumber,2565938310 +52,HospitalType,acute care hospitals +52,HospitalOwner,government - hospital district or authority +52,EmergencyService,yes +52,Condition,heart failure +52,MeasureCode,hf-2 +52,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +52,Score,99 +52,Sample,160 +52,Stateavg,al_hf-2 +53,ProviderNumber,10005 +53,HospitalName,marshall medical center south +53,Address1,2505 u s highway 431 north +53,Address2, +53,Address3, +53,City,boaz +53,State,al +53,ZipCode,35957 +53,CountyName,marshall +53,PhoneNumber,2565938310 +53,HospitalType,acute care hospitals +53,HospitalOwner,government - hospital district or authority +53,EmergencyService,yes +53,Condition,heart failure +53,MeasureCode,hf-3 +53,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +53,Score,90 +53,Sample,69 +53,Stateavg,al_hf-3 +54,ProviderNumber,10005 +54,HospitalName,marshall medical center south +54,Address1,2505 u s highway 431 north +54,Address2, +54,Address3, +54,City,boaz +54,State,al +54,ZipCode,35957 +54,CountyName,marshall +54,PhoneNumber,2565938310 +54,HospitalType,acute care hospitals +54,HospitalOwner,government - hospital district or authority +54,EmergencyService,yes +54,Condition,heart failure +54,MeasureCode,hf-4 +54,MeasureName,heart failure patients given smoking cessation advice/counseling +54,Score,94 +54,Sample,34 +54,Stateavg,al_hf-4 +55,ProviderNumber,10005 +55,HospitalName,marshall medical center south +55,Address1,2505 u s highway 431 north +55,Address2, +55,Address3, +55,City,boaz +55,State,al +55,ZipCode,35957 +55,CountyName,marshall +55,PhoneNumber,2565938310 +55,HospitalType,acute care hospitals +55,HospitalOwner,government - hospital district or authority +55,EmergencyService,yes +55,Condition,pneumonia +55,MeasureCode,pn-2 +55,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +55,Score,97 +55,Sample,172 +55,Stateavg,al_pn-2 +56,ProviderNumber,10005 +56,HospitalName,marshall medical center south +56,Address1,2505 u s highway 431 north +56,Address2, +56,Address3, +56,City,boaz +56,State,al +56,ZipCode,35957 +56,CountyName,marshall +56,PhoneNumber,2565938310 +56,HospitalType,acute care hospitals +56,HospitalOwner,government - hospital district or authority +56,EmergencyService,yes +56,Condition,pneumonia +56,MeasureCode,pn-3b +56,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +56,Score,97 +56,Sample,120 +56,Stateavg,al_pn-3b +57,ProviderNumber,10005 +57,HospitalName,marshall medical center south +57,Address1,2505 u s highway 431 north +57,Address2, +57,Address3, +57,City,boaz +57,State,al +57,ZipCode,35957 +57,CountyName,marshall +57,PhoneNumber,2565938310 +57,HospitalType,acute care hospitals +57,HospitalOwner,government - hospital district or authority +57,EmergencyService,yes +57,Condition,pneumonia +57,MeasureCode,pn-4 +57,MeasureName,pneumonia patients given smoking cessation advice/counseling +57,Score,97 +57,Sample,98 +57,Stateavg,al_pn-4 +58,ProviderNumber,10005 +58,HospitalName,marshall medical center south +58,Address1,2505 u s highway 431 north +58,Address2, +58,Address3, +58,City,boaz +58,State,al +58,ZipCode,35957 +58,CountyName,marshall +58,PhoneNumber,2565938310 +58,HospitalType,acute care hospitals +58,HospitalOwner,government - hospital district or authority +58,EmergencyService,yes +58,Condition,pneumonia +58,MeasureCode,pn-5c +58,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +58,Score,96 +58,Sample,211 +58,Stateavg,al_pn-5c +59,ProviderNumber,10005 +59,HospitalName,marshall medical center south +59,Address1,2505 u s highway 431 north +59,Address2, +59,Address3, +59,City,boaz +59,State,al +59,ZipCode,35957 +59,CountyName,marshall +59,PhoneNumber,2565938310 +59,HospitalType,acute care hospitals +59,HospitalOwner,government - hospital district or authority +59,EmergencyService,yes +59,Condition,pneumonia +59,MeasureCode,pn-6 +59,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +59,Score,92 +59,Sample,175 +59,Stateavg,al_pn-6 +60,ProviderNumber,10005 +60,HospitalName,marshall medical center south +60,Address1,2505 u s highway 431 north +60,Address2, +60,Address3, +60,City,boaz +60,State,al +60,ZipCode,35957 +60,CountyName,marshall +60,PhoneNumber,2565938310 +60,HospitalType,acute care hospitals +60,HospitalOwner,government - hospital district or authority +60,EmergencyService,yes +60,Condition,pneumonia +60,MeasureCode,pn-7 +60,MeasureName,pneumonia patients assessed and given influenza vaccination +60,Score,81 +60,Sample,118 +60,Stateavg,al_pn-7 +61,ProviderNumber,10005 +61,HospitalName,marshall medical center south +61,Address1,2505 u s highway 431 north +61,Address2, +61,Address3, +61,City,boaz +61,State,al +61,ZipCode,35957 +61,CountyName,marshall +61,PhoneNumber,2565938310 +61,HospitalType,acute care hospitals +61,HospitalOwner,government - hospital district or authority +61,EmergencyService,yes +61,Condition,surgical infection prevention +61,MeasureCode,scip-card-2 +61,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +61,Score,36 +61,Sample,14 +61,Stateavg,al_scip-card-2 +62,ProviderNumber,10005 +62,HospitalName,marshall medical center south +62,Address1,2505 u s highway 431 north +62,Address2, +62,Address3, +62,City,boaz +62,State,al +62,ZipCode,35957 +62,CountyName,marshall +62,PhoneNumber,2565938310 +62,HospitalType,acute care hospitals +62,HospitalOwner,government - hospital district or authority +62,EmergencyService,yes +62,Condition,surgical infection prevention +62,MeasureCode,scip-inf-1 +62,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +62,Score,96 +62,Sample,168 +62,Stateavg,al_scip-inf-1 +63,ProviderNumber,10005 +63,HospitalName,marshall medical center south +63,Address1,2505 u s highway 431 north +63,Address2, +63,Address3, +63,City,boaz +63,State,al +63,ZipCode,35957 +63,CountyName,marshall +63,PhoneNumber,2565938310 +63,HospitalType,acute care hospitals +63,HospitalOwner,government - hospital district or authority +63,EmergencyService,yes +63,Condition,surgical infection prevention +63,MeasureCode,scip-inf-2 +63,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +63,Score,93 +63,Sample,167 +63,Stateavg,al_scip-inf-2 +64,ProviderNumber,10005 +64,HospitalName,marshall medical center south +64,Address1,2505 u s highway 431 north +64,Address2, +64,Address3, +64,City,boaz +64,State,al +64,ZipCode,35957 +64,CountyName,marshall +64,PhoneNumber,2565938310 +64,HospitalType,acute care hospitals +64,HospitalOwner,government - hospital district or authority +64,EmergencyService,yes +64,Condition,surgical infection prevention +64,MeasureCode,scip-inf-3 +64,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +64,Score,95 +64,Sample,158 +64,Stateavg,al_scip-inf-3 +65,ProviderNumber,10005 +65,HospitalName,marshall medical center south +65,Address1,2505 u s highway 431 north +65,Address2, +65,Address3, +65,City,boaz +65,State,al +65,ZipCode,35957 +65,CountyName,marshall +65,PhoneNumber,2565938310 +65,HospitalType,acute care hospitals +65,HospitalOwner,government - hospital district or authority +65,EmergencyService,yes +65,Condition,surgical infection prevention +65,MeasureCode,scip-inf-4 +65,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +65,Score, +65,Sample,0 +65,Stateavg,al_scip-inf-4 +66,ProviderNumber,10005 +66,HospitalName,marshall medical center south +66,Address1,2505 u s highway 431 north +66,Address2, +66,Address3, +66,City,boaz +66,State,al +66,ZipCode,35957 +66,CountyName,marshall +66,PhoneNumber,2565938310 +66,HospitalType,acute care hospitals +66,HospitalOwner,government - hospital district or authority +66,EmergencyService,yes +66,Condition,surgical infection prevention +66,MeasureCode,scip-inf-6 +66,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +66,Score,100 +66,Sample,237 +66,Stateavg,al_scip-inf-6 +67,ProviderNumber,10005 +67,HospitalName,marshall medical center south +67,Address1,2505 u s highway 431 north +67,Address2, +67,Address3, +67,City,boaz +67,State,al +67,ZipCode,35957 +67,CountyName,marshall +67,PhoneNumber,2565938310 +67,HospitalType,acute care hospitals +67,HospitalOwner,government - hospital district or authority +67,EmergencyService,yes +67,Condition,surgical infection prevention +67,MeasureCode,scip-vte-1 +67,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +67,Score,78 +67,Sample,76 +67,Stateavg,al_scip-vte-1 +68,ProviderNumber,10005 +68,HospitalName,marshall medical center south +68,Address1,2505 u s highway 431 north +68,Address2, +68,Address3, +68,City,boaz +68,State,al +68,ZipCode,35957 +68,CountyName,marshall +68,PhoneNumber,2565938310 +68,HospitalType,acute care hospitals +68,HospitalOwner,government - hospital district or authority +68,EmergencyService,yes +68,Condition,surgical infection prevention +68,MeasureCode,scip-vte-2 +68,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +68,Score,74 +68,Sample,76 +68,Stateavg,al_scip-vte-2 +69,ProviderNumber,10006 +69,HospitalName,eliza coffee memorial hospital +69,Address1,205 marengo street +69,Address2, +69,Address3, +69,City,florence +69,State,al +69,ZipCode,35631 +69,CountyName,lauderdale +69,PhoneNumber,2567688400 +69,HospitalType,acute care hospitals +69,HospitalOwner,voluntary non-profit - other +69,EmergencyService,yes +69,Condition,heart attack +69,MeasureCode,ami-1 +69,MeasureName,heart attack patients given aspirin at arrival +69,Score,97 +69,Sample,159 +69,Stateavg,al_ami-1 +70,ProviderNumber,10006 +70,HospitalName,eliza coffee memorial hospital +70,Address1,205 marengo street +70,Address2, +70,Address3, +70,City,florence +70,State,al +70,ZipCode,35631 +70,CountyName,lauderdale +70,PhoneNumber,2567688400 +70,HospitalType,acute care hospitals +70,HospitalOwner,voluntary non-profit - other +70,EmergencyService,yes +70,Condition,heart attack +70,MeasureCode,ami-2 +70,MeasureName,heart attack patients given aspirin at discharge +70,Score,96 +70,Sample,247 +70,Stateavg,al_ami-2 +71,ProviderNumber,10006 +71,HospitalName,eliza coffee memorial hospital +71,Address1,205 marengo street +71,Address2, +71,Address3, +71,City,florence +71,State,al +71,ZipCode,35631 +71,CountyName,lauderdale +71,PhoneNumber,2567688400 +71,HospitalType,acute care hospitals +71,HospitalOwner,voluntary non-profit - other +71,EmergencyService,yes +71,Condition,heart attack +71,MeasureCode,ami-3 +71,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +71,Score,93 +71,Sample,43 +71,Stateavg,al_ami-3 +72,ProviderNumber,10006 +72,HospitalName,eliza coffee memorial hospital +72,Address1,205 marengo street +72,Address2, +72,Address3, +72,City,florence +72,State,al +72,ZipCode,35631 +72,CountyName,lauderdale +72,PhoneNumber,2567688400 +72,HospitalType,acute care hospitals +72,HospitalOwner,voluntary non-profit - other +72,EmergencyService,yes +72,Condition,heart attack +72,MeasureCode,ami-4 +72,MeasureName,heart attack patients given smoking cessation advice/counseling +72,Score,100 +72,Sample,103 +72,Stateavg,al_ami-4 +73,ProviderNumber,10006 +73,HospitalName,eliza coffee memorial hospital +73,Address1,205 marengo street +73,Address2, +73,Address3, +73,City,florence +73,State,al +73,ZipCode,35631 +73,CountyName,lauderdale +73,PhoneNumber,2567688400 +73,HospitalType,acute care hospitals +73,HospitalOwner,voluntary non-profit - other +73,EmergencyService,yes +73,Condition,heart attack +73,MeasureCode,ami-5 +73,MeasureName,heart attack patients given beta blocker at discharge +73,Score,96 +73,Sample,227 +73,Stateavg,al_ami-5 +74,ProviderNumber,10006 +74,HospitalName,eliza coffee memorial hospital +74,Address1,205 marengo street +74,Address2, +74,Address3, +74,City,florence +74,State,al +74,ZipCode,35631 +74,CountyName,lauderdale +74,PhoneNumber,2567688400 +74,HospitalType,acute care hospitals +74,HospitalOwner,voluntary non-profit - other +74,EmergencyService,yes +74,Condition,heart attack +74,MeasureCode,ami-7a +74,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +74,Score, +74,Sample,0 +74,Stateavg,al_ami-7a +75,ProviderNumber,10006 +75,HospitalName,eliza coffee memorial hospital +75,Address1,205 marengo street +75,Address2, +75,Address3, +75,City,florence +75,State,al +75,ZipCode,35631 +75,CountyName,lauderdale +75,PhoneNumber,2567688400 +75,HospitalType,acute care hospitals +75,HospitalOwner,voluntary non-profit - other +75,EmergencyService,yes +75,Condition,heart attack +75,MeasureCode,ami-8a +75,MeasureName,heart attack patients given pci within 90 minutes of arrival +75,Score,98 +75,Sample,61 +75,Stateavg,al_ami-8a +76,ProviderNumber,10006 +76,HospitalName,eliza coffee memorial hospital +76,Address1,205 marengo street +76,Address2, +76,Address3, +76,City,florence +76,State,al +76,ZipCode,35631 +76,CountyName,lauderdale +76,PhoneNumber,2567688400 +76,HospitalType,acute care hospitals +76,HospitalOwner,voluntary non-profit - other +76,EmergencyService,yes +76,Condition,heart failure +76,MeasureCode,hf-1 +76,MeasureName,heart failure patients given discharge instructions +76,Score,79 +76,Sample,217 +76,Stateavg,al_hf-1 +77,ProviderNumber,10006 +77,HospitalName,eliza coffee memorial hospital +77,Address1,205 marengo street +77,Address2, +77,Address3, +77,City,florence +77,State,al +77,ZipCode,35631 +77,CountyName,lauderdale +77,PhoneNumber,2567688400 +77,HospitalType,acute care hospitals +77,HospitalOwner,voluntary non-profit - other +77,EmergencyService,yes +77,Condition,heart failure +77,MeasureCode,hf-2 +77,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +77,Score,97 +77,Sample,259 +77,Stateavg,al_hf-2 +78,ProviderNumber,10006 +78,HospitalName,eliza coffee memorial hospital +78,Address1,205 marengo street +78,Address2, +78,Address3, +78,City,florence +78,State,al +78,ZipCode,35631 +78,CountyName,lauderdale +78,PhoneNumber,2567688400 +78,HospitalType,acute care hospitals +78,HospitalOwner,voluntary non-profit - other +78,EmergencyService,yes +78,Condition,heart failure +78,MeasureCode,hf-3 +78,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +78,Score,82 +78,Sample,84 +78,Stateavg,al_hf-3 +79,ProviderNumber,10006 +79,HospitalName,eliza coffee memorial hospital +79,Address1,205 marengo street +79,Address2, +79,Address3, +79,City,florence +79,State,al +79,ZipCode,35631 +79,CountyName,lauderdale +79,PhoneNumber,2567688400 +79,HospitalType,acute care hospitals +79,HospitalOwner,voluntary non-profit - other +79,EmergencyService,yes +79,Condition,heart failure +79,MeasureCode,hf-4 +79,MeasureName,heart failure patients given smoking cessation advice/counseling +79,Score,100 +79,Sample,53 +79,Stateavg,al_hf-4 +80,ProviderNumber,10006 +80,HospitalName,eliza coffee memorial hospital +80,Address1,205 marengo street +80,Address2, +80,Address3, +80,City,florence +80,State,al +80,ZipCode,35631 +80,CountyName,lauderdale +80,PhoneNumber,2567688400 +80,HospitalType,acute care hospitals +80,HospitalOwner,voluntary non-profit - other +80,EmergencyService,yes +80,Condition,pneumonia +80,MeasureCode,pn-2 +80,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +80,Score,90 +80,Sample,174 +80,Stateavg,al_pn-2 +81,ProviderNumber,10006 +81,HospitalName,eliza coffee memorial hospital +81,Address1,205 marengo street +81,Address2, +81,Address3, +81,City,florence +81,State,al +81,ZipCode,35631 +81,CountyName,lauderdale +81,PhoneNumber,2567688400 +81,HospitalType,acute care hospitals +81,HospitalOwner,voluntary non-profit - other +81,EmergencyService,yes +81,Condition,pneumonia +81,MeasureCode,pn-3b +81,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +81,Score,95 +81,Sample,137 +81,Stateavg,al_pn-3b +82,ProviderNumber,10006 +82,HospitalName,eliza coffee memorial hospital +82,Address1,205 marengo street +82,Address2, +82,Address3, +82,City,florence +82,State,al +82,ZipCode,35631 +82,CountyName,lauderdale +82,PhoneNumber,2567688400 +82,HospitalType,acute care hospitals +82,HospitalOwner,voluntary non-profit - other +82,EmergencyService,yes +82,Condition,pneumonia +82,MeasureCode,pn-4 +82,MeasureName,pneumonia patients given smoking cessation advice/counseling +82,Score,100 +82,Sample,65 +82,Stateavg,al_pn-4 +83,ProviderNumber,10006 +83,HospitalName,eliza coffee memorial hospital +83,Address1,205 marengo street +83,Address2, +83,Address3, +83,City,florence +83,State,al +83,ZipCode,35631 +83,CountyName,lauderdale +83,PhoneNumber,2567688400 +83,HospitalType,acute care hospitals +83,HospitalOwner,voluntary non-profit - other +83,EmergencyService,yes +83,Condition,pneumonia +83,MeasureCode,pn-5c +83,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +83,Score,96 +83,Sample,200 +83,Stateavg,al_pn-5c +84,ProviderNumber,10006 +84,HospitalName,eliza coffee memorial hospital +84,Address1,205 marengo street +84,Address2, +84,Address3, +84,City,florence +84,State,al +84,ZipCode,35631 +84,CountyName,lauderdale +84,PhoneNumber,2567688400 +84,HospitalType,acute care hospitals +84,HospitalOwner,voluntary non-profit - other +84,EmergencyService,yes +84,Condition,pneumonia +84,MeasureCode,pn-6 +84,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +84,Score,91 +84,Sample,138 +84,Stateavg,al_pn-6 +85,ProviderNumber,10006 +85,HospitalName,eliza coffee memorial hospital +85,Address1,205 marengo street +85,Address2, +85,Address3, +85,City,florence +85,State,al +85,ZipCode,35631 +85,CountyName,lauderdale +85,PhoneNumber,2567688400 +85,HospitalType,acute care hospitals +85,HospitalOwner,voluntary non-profit - other +85,EmergencyService,yes +85,Condition,pneumonia +85,MeasureCode,pn-7 +85,MeasureName,pneumonia patients assessed and given influenza vaccination +85,Score,88 +85,Sample,85 +85,Stateavg,al_pn-7 +86,ProviderNumber,10006 +86,HospitalName,eliza coffee memorial hospital +86,Address1,205 marengo street +86,Address2, +86,Address3, +86,City,florence +86,State,al +86,ZipCode,35631 +86,CountyName,lauderdale +86,PhoneNumber,2567688400 +86,HospitalType,acute care hospitals +86,HospitalOwner,voluntary non-profit - other +86,EmergencyService,yes +86,Condition,surgical infection prevention +86,MeasureCode,scip-card-2 +86,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +86,Score,96 +86,Sample,107 +86,Stateavg,al_scip-card-2 +87,ProviderNumber,10006 +87,HospitalName,eliza coffee memorial hospital +87,Address1,205 marengo street +87,Address2, +87,Address3, +87,City,florence +87,State,al +87,ZipCode,35631 +87,CountyName,lauderdale +87,PhoneNumber,2567688400 +87,HospitalType,acute care hospitals +87,HospitalOwner,voluntary non-profit - other +87,EmergencyService,yes +87,Condition,surgical infection prevention +87,MeasureCode,scip-inf-1 +87,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +87,Score,99 +87,Sample,457 +87,Stateavg,al_scip-inf-1 +88,ProviderNumber,10006 +88,HospitalName,eliza coffee memorial hospital +88,Address1,205 marengo street +88,Address2, +88,Address3, +88,City,florence +88,State,al +88,ZipCode,35631 +88,CountyName,lauderdale +88,PhoneNumber,2567688400 +88,HospitalType,acute care hospitals +88,HospitalOwner,voluntary non-profit - other +88,EmergencyService,yes +88,Condition,surgical infection prevention +88,MeasureCode,scip-inf-2 +88,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +88,Score,99 +88,Sample,462 +88,Stateavg,al_scip-inf-2 +89,ProviderNumber,10006 +89,HospitalName,eliza coffee memorial hospital +89,Address1,205 marengo street +89,Address2, +89,Address3, +89,City,florence +89,State,al +89,ZipCode,35631 +89,CountyName,lauderdale +89,PhoneNumber,2567688400 +89,HospitalType,acute care hospitals +89,HospitalOwner,voluntary non-profit - other +89,EmergencyService,yes +89,Condition,surgical infection prevention +89,MeasureCode,scip-inf-3 +89,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +89,Score,94 +89,Sample,439 +89,Stateavg,al_scip-inf-3 +90,ProviderNumber,10006 +90,HospitalName,eliza coffee memorial hospital +90,Address1,205 marengo street +90,Address2, +90,Address3, +90,City,florence +90,State,al +90,ZipCode,35631 +90,CountyName,lauderdale +90,PhoneNumber,2567688400 +90,HospitalType,acute care hospitals +90,HospitalOwner,voluntary non-profit - other +90,EmergencyService,yes +90,Condition,surgical infection prevention +90,MeasureCode,scip-inf-4 +90,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +90,Score,89 +90,Sample,130 +90,Stateavg,al_scip-inf-4 +91,ProviderNumber,10006 +91,HospitalName,eliza coffee memorial hospital +91,Address1,205 marengo street +91,Address2, +91,Address3, +91,City,florence +91,State,al 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+134,Address1,101 hospital circle +134,Address2, +134,Address3, +134,City,luverne +134,State,al +134,ZipCode,36049 +134,CountyName,crenshaw +134,PhoneNumber,3343353374 +134,HospitalType,acute care hospitals +134,HospitalOwner,government - federal +134,EmergencyService,yes +134,Condition,pneumonia +134,MeasureCode,pn-6 +134,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +134,Score,62 +134,Sample,21 +134,Stateavg,al_pn-6 +135,ProviderNumber,10008 +135,HospitalName,crenshaw community hospital +135,Address1,101 hospital circle +135,Address2, +135,Address3, +135,City,luverne +135,State,al +135,ZipCode,36049 +135,CountyName,crenshaw +135,PhoneNumber,3343353374 +135,HospitalType,acute care hospitals +135,HospitalOwner,government - federal +135,EmergencyService,yes +135,Condition,pneumonia +135,MeasureCode,pn-7 +135,MeasureName,pneumonia patients assessed and given influenza vaccination +135,Score,47 +135,Sample,15 +135,Stateavg,al_pn-7 +136,ProviderNumber,10008 +136,HospitalName,crenshaw community hospital +136,Address1,101 hospital circle +136,Address2, +136,Address3, +136,City,luverne +136,State,al +136,ZipCode,36049 +136,CountyName,crenshaw +136,PhoneNumber,3343353374 +136,HospitalType,acute care hospitals +136,HospitalOwner,government - federal +136,EmergencyService,yes +136,Condition,surgical infection prevention +136,MeasureCode,scip-card-2 +136,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +136,Score,100 +136,Sample,1 +136,Stateavg,al_scip-card-2 +137,ProviderNumber,10008 +137,HospitalName,crenshaw community hospital +137,Address1,101 hospital circle +137,Address2, +137,Address3, +137,City,luverne +137,State,al +137,ZipCode,36049 +137,CountyName,crenshaw +137,PhoneNumber,3343353374 +137,HospitalType,acute care hospitals +137,HospitalOwner,government - federal +137,EmergencyService,yes +137,Condition,surgical infection prevention +137,MeasureCode,scip-inf-1 +137,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +137,Score,100 +137,Sample,2 +137,Stateavg,al_scip-inf-1 +138,ProviderNumber,10008 +138,HospitalName,crenshaw community hospital +138,Address1,101 hospital circle +138,Address2, +138,Address3, +138,City,luverne +138,State,al +138,ZipCode,36049 +138,CountyName,crenshaw +138,PhoneNumber,3343353374 +138,HospitalType,acute care hospitals +138,HospitalOwner,government - federal +138,EmergencyService,yes +138,Condition,surgical infection prevention +138,MeasureCode,scip-inf-2 +138,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +138,Score,100 +138,Sample,2 +138,Stateavg,al_scip-inf-2 +139,ProviderNumber,10008 +139,HospitalName,crenshaw community hospital +139,Address1,101 hospital circle +139,Address2, +139,Address3, +139,City,luverne +139,State,al +139,ZipCode,36049 +139,CountyName,crenshaw +139,PhoneNumber,3343353374 +139,HospitalType,acute care hospitals +139,HospitalOwner,government - federal +139,EmergencyService,yes +139,Condition,surgical infection prevention +139,MeasureCode,scip-inf-3 +139,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +139,Score,100 +139,Sample,2 +139,Stateavg,al_scip-inf-3 +140,ProviderNumber,10008 +140,HospitalName,crenshaw community hospital +140,Address1,101 hospital circle +140,Address2, +140,Address3, +140,City,luverne +140,State,al +140,ZipCode,36049 +140,CountyName,crenshaw +140,PhoneNumber,3343353374 +140,HospitalType,acute care hospitals +140,HospitalOwner,government - federal +140,EmergencyService,yes +140,Condition,surgical infection prevention +140,MeasureCode,scip-inf-4 +140,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +140,Score, +140,Sample,0 +140,Stateavg,al_scip-inf-4 +141,ProviderNumber,10008 +141,HospitalName,crenshaw community hospital +141,Address1,101 hospital circle +141,Address2, +141,Address3, +141,City,luverne +141,State,al +141,ZipCode,36049 +141,CountyName,crenshaw +141,PhoneNumber,3343353374 +141,HospitalType,acute care hospitals +141,HospitalOwner,government - federal +141,EmergencyService,yes +141,Condition,surgical infection prevention +141,MeasureCode,scip-inf-6 +141,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +141,Score,100 +141,Sample,4 +141,Stateavg,al_scip-inf-6 +142,ProviderNumber,10008 +142,HospitalName,crenshaw community hospital +142,Address1,101 hospital circle +142,Address2, +142,Address3, +142,City,luverne +142,State,al +142,ZipCode,36049 +142,CountyName,crenshaw +142,PhoneNumber,3343353374 +142,HospitalType,acute care hospitals +142,HospitalOwner,government - federal +142,EmergencyService,yes +142,Condition,surgical infection prevention +142,MeasureCode,scip-vte-1 +142,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +142,Score,100 +142,Sample,4 +142,Stateavg,al_scip-vte-1 +143,ProviderNumber,10008 +143,HospitalName,crenshaw community hospital +143,Address1,101 hospital circle +143,Address2, +143,Address3, +143,City,luverne +143,State,al +143,ZipCode,36049 +143,CountyName,crenshaw +143,PhoneNumber,3343353374 +143,HospitalType,acute care hospitals +143,HospitalOwner,government - federal +143,EmergencyService,yes +143,Condition,surgical infection prevention +143,MeasureCode,scip-vte-2 +143,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +143,Score,100 +143,Sample,4 +143,Stateavg,al_scip-vte-2 +144,ProviderNumber,10009 +144,HospitalName,hartselle medical center +144,Address1,201 pine street northwest +144,Address2, +144,Address3, +144,City,hartselle +144,State,al +144,ZipCode,35640 +144,CountyName,morgan +144,PhoneNumber,2567736511 +144,HospitalType,acute care hospitals +144,HospitalOwner,proprietary +144,EmergencyService,yes +144,Condition,heart attack +144,MeasureCode,ami-1 +144,MeasureName,heart attack patients given aspirin at arrival +144,Score,100 +144,Sample,6 +144,Stateavg,al_ami-1 +145,ProviderNumber,10009 +145,HospitalName,hartselle medical center +145,Address1,201 pine street northwest +145,Address2, +145,Address3, +145,City,hartselle +145,State,al +145,ZipCode,35640 +145,CountyName,morgan +145,PhoneNumber,2567736511 +145,HospitalType,acute care hospitals +145,HospitalOwner,proprietary +145,EmergencyService,yes +145,Condition,heart attack +145,MeasureCode,ami-2 +145,MeasureName,heart attack patients given aspirin at discharge +145,Score,100 +145,Sample,1 +145,Stateavg,al_ami-2 +146,ProviderNumber,10009 +146,HospitalName,hartselle medical center +146,Address1,201 pine street northwest +146,Address2, +146,Address3, +146,City,hartselle +146,State,al +146,ZipCode,35640 +146,CountyName,morgan +146,PhoneNumber,2567736511 +146,HospitalType,acute care hospitals +146,HospitalOwner,proprietary +146,EmergencyService,yes +146,Condition,heart attack +146,MeasureCode,ami-3 +146,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +146,Score,100 +146,Sample,1 +146,Stateavg,al_ami-3 +147,ProviderNumber,10009 +147,HospitalName,hartselle medical center +147,Address1,201 pine street northwest +147,Address2, +147,Address3, +147,City,hartselle +147,State,al +147,ZipCode,35640 +147,CountyName,morgan +147,PhoneNumber,2567736511 +147,HospitalType,acute care hospitals +147,HospitalOwner,proprietary +147,EmergencyService,yes +147,Condition,heart attack +147,MeasureCode,ami-4 +147,MeasureName,heart attack patients given smoking cessation advice/counseling +147,Score,100 +147,Sample,2 +147,Stateavg,al_ami-4 +148,ProviderNumber,10009 +148,HospitalName,hartselle medical center +148,Address1,201 pine street northwest +148,Address2, +148,Address3, +148,City,hartselle +148,State,al +148,ZipCode,35640 +148,CountyName,morgan +148,PhoneNumber,2567736511 +148,HospitalType,acute care hospitals +148,HospitalOwner,proprietary +148,EmergencyService,yes +148,Condition,heart attack +148,MeasureCode,ami-5 +148,MeasureName,heart attack patients given beta blocker at discharge +148,Score,100 +148,Sample,3 +148,Stateavg,al_ami-5 +149,ProviderNumber,10009 +149,HospitalName,hartselle medical center +149,Address1,201 pine street northwest +149,Address2, +149,Address3, +149,City,hartselle +149,State,al +149,ZipCode,35640 +149,CountyName,morgan +149,PhoneNumber,2567736511 +149,HospitalType,acute care hospitals +149,HospitalOwner,proprietary +149,EmergencyService,yes +149,Condition,heart attack +149,MeasureCode,ami-7a +149,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +149,Score, +149,Sample,0 +149,Stateavg,al_ami-7a +150,ProviderNumber,10009 +150,HospitalName,hartselle medical center +150,Address1,201 pine street northwest +150,Address2, +150,Address3, +150,City,hartselle +150,State,al +150,ZipCode,35640 +150,CountyName,morgan +150,PhoneNumber,2567736511 +150,HospitalType,acute care hospitals +150,HospitalOwner,proprietary +150,EmergencyService,yes +150,Condition,heart attack +150,MeasureCode,ami-8a +150,MeasureName,heart attack patients given pci within 90 minutes of arrival +150,Score, +150,Sample,0 +150,Stateavg,al_ami-8a +151,ProviderNumber,10009 +151,HospitalName,hartselle medical center +151,Address1,201 pine street northwest +151,Address2, +151,Address3, +151,City,hartselle +151,State,al +151,ZipCode,35640 +151,CountyName,morgan +151,PhoneNumber,2567736511 +151,HospitalType,acute care hospitals +151,HospitalOwner,proprietary +151,EmergencyService,yes +151,Condition,heart failure +151,MeasureCode,hf-1 +151,MeasureName,heart failure patients given discharge instructions +151,Score,97 +151,Sample,35 +151,Stateavg,al_hf-1 +152,ProviderNumber,10009 +152,HospitalName,hartselle medical center +152,Address1,201 pine street northwest +152,Address2, +152,Address3, +152,City,hartselle +152,State,al +152,ZipCode,35640 +152,CountyName,morgan +152,PhoneNumber,2567736511 +152,HospitalType,acute care hospitals +152,HospitalOwner,proprietary +152,EmergencyService,yes +152,Condition,heart failure +152,MeasureCode,hf-2 +152,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +152,Score,98 +152,Sample,42 +152,Stateavg,al_hf-2 +153,ProviderNumber,10009 +153,HospitalName,hartselle medical center +153,Address1,201 pine street northwest +153,Address2, +153,Address3, +153,City,hartselle +153,State,al +153,ZipCode,35640 +153,CountyName,morgan +153,PhoneNumber,2567736511 +153,HospitalType,acute care hospitals +153,HospitalOwner,proprietary +153,EmergencyService,yes +153,Condition,heart failure +153,MeasureCode,hf-3 +153,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +153,Score,100 +153,Sample,10 +153,Stateavg,al_hf-3 +154,ProviderNumber,10009 +154,HospitalName,hartselle medical center +154,Address1,201 pine street northwest +154,Address2, +154,Address3, +154,City,hartselle +154,State,al +154,ZipCode,35640 +154,CountyName,morgan +154,PhoneNumber,2567736511 +154,HospitalType,acute care hospitals +154,HospitalOwner,proprietary +154,EmergencyService,yes +154,Condition,heart failure +154,MeasureCode,hf-4 +154,MeasureName,heart failure patients given smoking cessation advice/counseling +154,Score,100 +154,Sample,12 +154,Stateavg,al_hf-4 +155,ProviderNumber,10009 +155,HospitalName,hartselle medical center +155,Address1,201 pine street northwest +155,Address2, +155,Address3, +155,City,hartselle +155,State,al +155,ZipCode,35640 +155,CountyName,morgan +155,PhoneNumber,2567736511 +155,HospitalType,acute care hospitals +155,HospitalOwner,proprietary +155,EmergencyService,yes +155,Condition,pneumonia +155,MeasureCode,pn-2 +155,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +155,Score,98 +155,Sample,44 +155,Stateavg,al_pn-2 +156,ProviderNumber,10009 +156,HospitalName,hartselle medical center +156,Address1,201 pine street northwest +156,Address2, +156,Address3, +156,City,hartselle +156,State,al +156,ZipCode,35640 +156,CountyName,morgan +156,PhoneNumber,2567736511 +156,HospitalType,acute care hospitals +156,HospitalOwner,proprietary +156,EmergencyService,yes +156,Condition,pneumonia +156,MeasureCode,pn-3b +156,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +156,Score,100 +156,Sample,30 +156,Stateavg,al_pn-3b +157,ProviderNumber,10009 +157,HospitalName,hartselle medical center +157,Address1,201 pine street northwest +157,Address2, +157,Address3, +157,City,hartselle +157,State,al +157,ZipCode,35640 +157,CountyName,morgan +157,PhoneNumber,2567736511 +157,HospitalType,acute care hospitals +157,HospitalOwner,proprietary +157,EmergencyService,yes +157,Condition,pneumonia +157,MeasureCode,pn-4 +157,MeasureName,pneumonia patients given smoking cessation advice/counseling +157,Score,100 +157,Sample,25 +157,Stateavg,al_pn-4 +158,ProviderNumber,10009 +158,HospitalName,hartselle medical center +158,Address1,201 pine street northwest +158,Address2, +158,Address3, +158,City,hartselle +158,State,al +158,ZipCode,35640 +158,CountyName,morgan +158,PhoneNumber,2567736511 +158,HospitalType,acute care hospitals +158,HospitalOwner,proprietary +158,EmergencyService,yes +158,Condition,pneumonia +158,MeasureCode,pn-5c +158,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +158,Score,98 +158,Sample,51 +158,Stateavg,al_pn-5c +159,ProviderNumber,10009 +159,HospitalName,hartselle medical center +159,Address1,201 pine street northwest +159,Address2, +159,Address3, +159,City,hartselle +159,State,al +159,ZipCode,35640 +159,CountyName,morgan +159,PhoneNumber,2567736511 +159,HospitalType,acute care hospitals +159,HospitalOwner,proprietary +159,EmergencyService,yes +159,Condition,pneumonia +159,MeasureCode,pn-6 +159,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +159,Score,100 +159,Sample,45 +159,Stateavg,al_pn-6 +160,ProviderNumber,10009 +160,HospitalName,hartselle medical center +160,Address1,201 pine street northwest +160,Address2, +160,Address3, +160,City,hartselle +160,State,al +160,ZipCode,35640 +160,CountyName,morgan +160,PhoneNumber,2567736511 +160,HospitalType,acute care hospitals +160,HospitalOwner,proprietary +160,EmergencyService,yes +160,Condition,pneumonia +160,MeasureCode,pn-7 +160,MeasureName,pneumonia patients assessed and given influenza vaccination +160,Score,97 +160,Sample,30 +160,Stateavg,al_pn-7 +161,ProviderNumber,10009 +161,HospitalName,hartselle medical center +161,Address1,201 pine street northwest +161,Address2, +161,Address3, +161,City,hartselle +161,State,al +161,ZipCode,35640 +161,CountyName,morgan +161,PhoneNumber,2567736511 +161,HospitalType,acute care hospitals +161,HospitalOwner,proprietary +161,EmergencyService,yes +161,Condition,surgical infection prevention +161,MeasureCode,scip-card-2 +161,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +161,Score,67 +161,Sample,3 +161,Stateavg,al_scip-card-2 +162,ProviderNumber,10009 +162,HospitalName,hartselle medical center +162,Address1,201 pine street northwest +162,Address2, +162,Address3, +162,City,hartselle +162,State,al +162,ZipCode,35640 +162,CountyName,morgan +162,PhoneNumber,2567736511 +162,HospitalType,acute care hospitals +162,HospitalOwner,proprietary +162,EmergencyService,yes +162,Condition,surgical infection prevention +162,MeasureCode,scip-inf-1 +162,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +162,Score,100 +162,Sample,6 +162,Stateavg,al_scip-inf-1 +163,ProviderNumber,10009 +163,HospitalName,hartselle medical center +163,Address1,201 pine street northwest +163,Address2, +163,Address3, +163,City,hartselle +163,State,al +163,ZipCode,35640 +163,CountyName,morgan +163,PhoneNumber,2567736511 +163,HospitalType,acute care hospitals +163,HospitalOwner,proprietary +163,EmergencyService,yes +163,Condition,surgical infection prevention +163,MeasureCode,scip-inf-2 +163,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +163,Score,57 +163,Sample,7 +163,Stateavg,al_scip-inf-2 +164,ProviderNumber,10009 +164,HospitalName,hartselle medical center +164,Address1,201 pine street northwest +164,Address2, +164,Address3, +164,City,hartselle +164,State,al +164,ZipCode,35640 +164,CountyName,morgan +164,PhoneNumber,2567736511 +164,HospitalType,acute care hospitals +164,HospitalOwner,proprietary +164,EmergencyService,yes +164,Condition,surgical infection prevention +164,MeasureCode,scip-inf-3 +164,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +164,Score,80 +164,Sample,5 +164,Stateavg,al_scip-inf-3 +165,ProviderNumber,10009 +165,HospitalName,hartselle medical center +165,Address1,201 pine street northwest +165,Address2, +165,Address3, +165,City,hartselle +165,State,al +165,ZipCode,35640 +165,CountyName,morgan +165,PhoneNumber,2567736511 +165,HospitalType,acute care hospitals +165,HospitalOwner,proprietary +165,EmergencyService,yes +165,Condition,surgical infection prevention +165,MeasureCode,scip-inf-4 +165,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +165,Score, +165,Sample,0 +165,Stateavg,al_scip-inf-4 +166,ProviderNumber,10009 +166,HospitalName,hartselle medical center +166,Address1,201 pine street northwest +166,Address2, +166,Address3, +166,City,hartselle +166,State,al +166,ZipCode,35640 +166,CountyName,morgan +166,PhoneNumber,2567736511 +166,HospitalType,acute care hospitals +166,HospitalOwner,proprietary +166,EmergencyService,yes +166,Condition,surgical infection prevention +166,MeasureCode,scip-inf-6 +166,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +166,Score,100 +166,Sample,11 +166,Stateavg,al_scip-inf-6 +167,ProviderNumber,10009 +167,HospitalName,hartselle medical center +167,Address1,201 pine street northwest +167,Address2, +167,Address3, +167,City,hartselle +167,State,al +167,ZipCode,35640 +167,CountyName,morgan +167,PhoneNumber,2567736511 +167,HospitalType,acute care hospitals +167,HospitalOwner,proprietary +167,EmergencyService,yes +167,Condition,surgical infection prevention +167,MeasureCode,scip-vte-1 +167,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +167,Score,78 +167,Sample,9 +167,Stateavg,al_scip-vte-1 +168,ProviderNumber,10009 +168,HospitalName,hartselle medical center +168,Address1,201 pine street northwest +168,Address2, +168,Address3, +168,City,hartselle +168,State,al +168,ZipCode,35640 +168,CountyName,morgan +168,PhoneNumber,2567736511 +168,HospitalType,acute care hospitals +168,HospitalOwner,proprietary +168,EmergencyService,yes +168,Condition,surgical infection prevention +168,MeasureCode,scip-vte-2 +168,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +168,Score,78 +168,Sample,9 +168,Stateavg,al_scip-vte-2 +169,ProviderNumber,10010 +169,HospitalName,marshall medical center north +169,Address1,8000 alabama highway 69 +169,Address2, +169,Address3, +169,City,guntersville +169,State,al +169,ZipCode,35976 +169,CountyName,marshall +169,PhoneNumber,2565718000 +169,HospitalType,acute care hospitals +169,HospitalOwner,government - hospital district or authority +169,EmergencyService,yes +169,Condition,heart attack +169,MeasureCode,ami-1 +169,MeasureName,heart attack patients given aspirin at arrival +169,Score,100 +169,Sample,8 +169,Stateavg,al_ami-1 +170,ProviderNumber,10010 +170,HospitalName,marshall medical center north +170,Address1,8000 alabama highway 69 +170,Address2, +170,Address3, +170,City,guntersville +170,State,al +170,ZipCode,35976 +170,CountyName,marshall +170,PhoneNumber,2565718000 +170,HospitalType,acute care hospitals +170,HospitalOwner,government - hospital district or authority +170,EmergencyService,yes +170,Condition,heart attack +170,MeasureCode,ami-2 +170,MeasureName,heart attack patients given aspirin at discharge +170,Score,100 +170,Sample,6 +170,Stateavg,al_ami-2 +171,ProviderNumber,10010 +171,HospitalName,marshall medical center north +171,Address1,8000 alabama highway 69 +171,Address2, +171,Address3, +171,City,guntersville +171,State,al +171,ZipCode,35976 +171,CountyName,marshall +171,PhoneNumber,2565718000 +171,HospitalType,acute care hospitals +171,HospitalOwner,government - hospital district or authority +171,EmergencyService,yes +171,Condition,heart attack +171,MeasureCode,ami-3 +171,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +171,Score,50 +171,Sample,2 +171,Stateavg,al_ami-3 +172,ProviderNumber,10010 +172,HospitalName,marshall medical center north +172,Address1,8000 alabama highway 69 +172,Address2, +172,Address3, +172,City,guntersville +172,State,al +172,ZipCode,35976 +172,CountyName,marshall +172,PhoneNumber,2565718000 +172,HospitalType,acute care hospitals +172,HospitalOwner,government - hospital district or authority +172,EmergencyService,yes +172,Condition,heart attack +172,MeasureCode,ami-4 +172,MeasureName,heart attack patients given smoking cessation advice/counseling +172,Score,100 +172,Sample,2 +172,Stateavg,al_ami-4 +173,ProviderNumber,10010 +173,HospitalName,marshall medical center north +173,Address1,8000 alabama highway 69 +173,Address2, +173,Address3, +173,City,guntersville +173,State,al +173,ZipCode,35976 +173,CountyName,marshall +173,PhoneNumber,2565718000 +173,HospitalType,acute care hospitals +173,HospitalOwner,government - hospital district or authority +173,EmergencyService,yes +173,Condition,heart attack +173,MeasureCode,ami-5 +173,MeasureName,heart attack patients given beta blocker at discharge +173,Score,83 +173,Sample,6 +173,Stateavg,al_ami-5 +174,ProviderNumber,10010 +174,HospitalName,marshall medical center north +174,Address1,8000 alabama highway 69 +174,Address2, +174,Address3, +174,City,guntersville +174,State,al +174,ZipCode,35976 +174,CountyName,marshall +174,PhoneNumber,2565718000 +174,HospitalType,acute care hospitals +174,HospitalOwner,government - hospital district or authority +174,EmergencyService,yes +174,Condition,heart attack +174,MeasureCode,ami-7a +174,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +174,Score, +174,Sample,0 +174,Stateavg,al_ami-7a +175,ProviderNumber,10010 +175,HospitalName,marshall medical center north +175,Address1,8000 alabama highway 69 +175,Address2, +175,Address3, +175,City,guntersville +175,State,al +175,ZipCode,35976 +175,CountyName,marshall +175,PhoneNumber,2565718000 +175,HospitalType,acute care hospitals +175,HospitalOwner,government - hospital district or authority +175,EmergencyService,yes +175,Condition,heart attack +175,MeasureCode,ami-8a +175,MeasureName,heart attack patients given pci within 90 minutes of arrival +175,Score, 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highway 69 +181,Address2, +181,Address3, +181,City,guntersville +181,State,al +181,ZipCode,35976 +181,CountyName,marshall +181,PhoneNumber,2565718000 +181,HospitalType,acute care hospitals +181,HospitalOwner,government - hospital district or authority +181,EmergencyService,yes +181,Condition,pneumonia +181,MeasureCode,pn-3b +181,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +181,Score,94 +181,Sample,115 +181,Stateavg,al_pn-3b +182,ProviderNumber,10010 +182,HospitalName,marshall medical center north +182,Address1,8000 alabama highway 69 +182,Address2, +182,Address3, +182,City,guntersville +182,State,al +182,ZipCode,35976 +182,CountyName,marshall +182,PhoneNumber,2565718000 +182,HospitalType,acute care hospitals +182,HospitalOwner,government - hospital district or authority +182,EmergencyService,yes +182,Condition,pneumonia +182,MeasureCode,pn-4 +182,MeasureName,pneumonia patients given smoking cessation advice/counseling +182,Score,94 +182,Sample,65 +182,Stateavg,al_pn-4 +183,ProviderNumber,10010 +183,HospitalName,marshall medical center north +183,Address1,8000 alabama highway 69 +183,Address2, +183,Address3, +183,City,guntersville +183,State,al +183,ZipCode,35976 +183,CountyName,marshall +183,PhoneNumber,2565718000 +183,HospitalType,acute care hospitals +183,HospitalOwner,government - hospital district or authority +183,EmergencyService,yes +183,Condition,pneumonia +183,MeasureCode,pn-5c +183,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +183,Score,97 +183,Sample,158 +183,Stateavg,al_pn-5c +184,ProviderNumber,10010 +184,HospitalName,marshall medical center north +184,Address1,8000 alabama highway 69 +184,Address2, +184,Address3, +184,City,guntersville +184,State,al +184,ZipCode,35976 +184,CountyName,marshall +184,PhoneNumber,2565718000 +184,HospitalType,acute care hospitals +184,HospitalOwner,government - hospital district or authority +184,EmergencyService,yes +184,Condition,pneumonia +184,MeasureCode,pn-6 +184,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +184,Score,93 +184,Sample,133 +184,Stateavg,al_pn-6 +185,ProviderNumber,10010 +185,HospitalName,marshall medical center north +185,Address1,8000 alabama highway 69 +185,Address2, +185,Address3, +185,City,guntersville +185,State,al +185,ZipCode,35976 +185,CountyName,marshall +185,PhoneNumber,2565718000 +185,HospitalType,acute care hospitals +185,HospitalOwner,government - hospital district or authority +185,EmergencyService,yes +185,Condition,pneumonia +185,MeasureCode,pn-7 +185,MeasureName,pneumonia patients assessed and given influenza vaccination +185,Score,90 +185,Sample,101 +185,Stateavg,al_pn-7 +186,ProviderNumber,10010 +186,HospitalName,marshall medical center north +186,Address1,8000 alabama highway 69 +186,Address2, +186,Address3, +186,City,guntersville +186,State,al +186,ZipCode,35976 +186,CountyName,marshall +186,PhoneNumber,2565718000 +186,HospitalType,acute care hospitals +186,HospitalOwner,government - hospital district or authority +186,EmergencyService,yes +186,Condition,surgical infection prevention +186,MeasureCode,scip-card-2 +186,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +186,Score,86 +186,Sample,14 +186,Stateavg,al_scip-card-2 +187,ProviderNumber,10010 +187,HospitalName,marshall medical center north +187,Address1,8000 alabama highway 69 +187,Address2, +187,Address3, +187,City,guntersville +187,State,al +187,ZipCode,35976 +187,CountyName,marshall +187,PhoneNumber,2565718000 +187,HospitalType,acute care hospitals +187,HospitalOwner,government - hospital district or authority +187,EmergencyService,yes +187,Condition,surgical infection prevention +187,MeasureCode,scip-inf-1 +187,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +187,Score,95 +187,Sample,66 +187,Stateavg,al_scip-inf-1 +188,ProviderNumber,10010 +188,HospitalName,marshall medical center north +188,Address1,8000 alabama highway 69 +188,Address2, +188,Address3, +188,City,guntersville +188,State,al +188,ZipCode,35976 +188,CountyName,marshall +188,PhoneNumber,2565718000 +188,HospitalType,acute care hospitals +188,HospitalOwner,government - hospital district or authority +188,EmergencyService,yes +188,Condition,surgical infection prevention +188,MeasureCode,scip-inf-2 +188,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +188,Score,91 +188,Sample,64 +188,Stateavg,al_scip-inf-2 +189,ProviderNumber,10010 +189,HospitalName,marshall medical center north +189,Address1,8000 alabama highway 69 +189,Address2, +189,Address3, +189,City,guntersville +189,State,al +189,ZipCode,35976 +189,CountyName,marshall +189,PhoneNumber,2565718000 +189,HospitalType,acute care hospitals +189,HospitalOwner,government - hospital district or authority +189,EmergencyService,yes +189,Condition,surgical infection prevention +189,MeasureCode,scip-inf-3 +189,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +189,Score,100 +189,Sample,63 +189,Stateavg,al_scip-inf-3 +190,ProviderNumber,10010 +190,HospitalName,marshall medical center north +190,Address1,8000 alabama highway 69 +190,Address2, +190,Address3, +190,City,guntersville +190,State,al +190,ZipCode,35976 +190,CountyName,marshall +190,PhoneNumber,2565718000 +190,HospitalType,acute care hospitals +190,HospitalOwner,government - hospital district or authority +190,EmergencyService,yes +190,Condition,surgical infection prevention +190,MeasureCode,scip-inf-4 +190,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +190,Score, +190,Sample,0 +190,Stateavg,al_scip-inf-4 +191,ProviderNumber,10010 +191,HospitalName,marshall medical center north +191,Address1,8000 alabama highway 69 +191,Address2, +191,Address3, +191,City,guntersville +191,State,al +191,ZipCode,35976 +191,CountyName,marshall +191,PhoneNumber,2565718000 +191,HospitalType,acute care hospitals +191,HospitalOwner,government - hospital district or authority +191,EmergencyService,yes +191,Condition,surgical infection prevention +191,MeasureCode,scip-inf-6 +191,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +191,Score,100 +191,Sample,155 +191,Stateavg,al_scip-inf-6 +192,ProviderNumber,10010 +192,HospitalName,marshall medical center north +192,Address1,8000 alabama highway 69 +192,Address2, +192,Address3, +192,City,guntersville +192,State,al +192,ZipCode,35976 +192,CountyName,marshall +192,PhoneNumber,2565718000 +192,HospitalType,acute care hospitals +192,HospitalOwner,government - hospital district or authority +192,EmergencyService,yes +192,Condition,surgical infection prevention +192,MeasureCode,scip-vte-1 +192,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +192,Score,86 +192,Sample,56 +192,Stateavg,al_scip-vte-1 +193,ProviderNumber,10010 +193,HospitalName,marshall medical center north +193,Address1,8000 alabama highway 69 +193,Address2, +193,Address3, +193,City,guntersville +193,State,al +193,ZipCode,35976 +193,CountyName,marshall +193,PhoneNumber,2565718000 +193,HospitalType,acute care hospitals +193,HospitalOwner,government - hospital district or authority +193,EmergencyService,yes +193,Condition,surgical infection prevention +193,MeasureCode,scip-vte-2 +193,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +193,Score,84 +193,Sample,56 +193,Stateavg,al_scip-vte-2 +194,ProviderNumber,10011 +194,HospitalName,st vincents east +194,Address1,50 medical park east drive +194,Address2, +194,Address3, +194,City,birmingham +194,State,al +194,ZipCode,35235 +194,CountyName,jefferson +194,PhoneNumber,2058383122 +194,HospitalType,acute care hospitals +194,HospitalOwner,voluntary non-profit - private +194,EmergencyService,yes +194,Condition,heart attack +194,MeasureCode,ami-1 +194,MeasureName,heart attack patients given aspirin at arrival +194,Score,99 +194,Sample,240 +194,Stateavg,al_ami-1 +195,ProviderNumber,10011 +195,HospitalName,st vincents east +195,Address1,50 medical park east drive +195,Address2, +195,Address3, +195,City,birmingham +195,State,al +195,ZipCode,35235 +195,CountyName,jefferson +195,PhoneNumber,2058383122 +195,HospitalType,acute care hospitals +195,HospitalOwner,voluntary non-profit - private +195,EmergencyService,yes +195,Condition,heart attack 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+199,CountyName,jefferson +199,PhoneNumber,2058383122 +199,HospitalType,acute care hospitals +199,HospitalOwner,voluntary non-profit - private +199,EmergencyService,yes +199,Condition,heart attack +199,MeasureCode,ami-7a +199,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +199,Score, +199,Sample,0 +199,Stateavg,al_ami-7a +200,ProviderNumber,10011 +200,HospitalName,st vincents east +200,Address1,50 medical park east drive +200,Address2, +200,Address3, +200,City,birmingham +200,State,al +200,ZipCode,35235 +200,CountyName,jefferson +200,PhoneNumber,2058383122 +200,HospitalType,acute care hospitals +200,HospitalOwner,voluntary non-profit - private +200,EmergencyService,yes +200,Condition,heart attack +200,MeasureCode,ami-8a +200,MeasureName,heart attack patients given pci within 90 minutes of arrival +200,Score,85 +200,Sample,48 +200,Stateavg,al_ami-8a +201,ProviderNumber,10011 +201,HospitalName,st vincents east +201,Address1,50 medical park east drive +201,Address2, +201,Address3, +201,City,birmingham +201,State,al +201,ZipCode,35235 +201,CountyName,jefferson +201,PhoneNumber,2058383122 +201,HospitalType,acute care hospitals +201,HospitalOwner,voluntary non-profit - private +201,EmergencyService,yes +201,Condition,heart failure +201,MeasureCode,hf-1 +201,MeasureName,heart failure patients given discharge instructions +201,Score,94 +201,Sample,316 +201,Stateavg,al_hf-1 +202,ProviderNumber,10011 +202,HospitalName,st vincents east +202,Address1,50 medical park east drive +202,Address2, +202,Address3, +202,City,birmingham +202,State,al +202,ZipCode,35235 +202,CountyName,jefferson +202,PhoneNumber,2058383122 +202,HospitalType,acute care hospitals +202,HospitalOwner,voluntary non-profit - private +202,EmergencyService,yes +202,Condition,heart failure +202,MeasureCode,hf-2 +202,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +202,Score,98 +202,Sample,372 +202,Stateavg,al_hf-2 +203,ProviderNumber,10011 +203,HospitalName,st vincents east +203,Address1,50 medical park east drive +203,Address2, +203,Address3, +203,City,birmingham +203,State,al +203,ZipCode,35235 +203,CountyName,jefferson +203,PhoneNumber,2058383122 +203,HospitalType,acute care hospitals +203,HospitalOwner,voluntary non-profit - private +203,EmergencyService,yes +203,Condition,heart failure +203,MeasureCode,hf-3 +203,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +203,Score,98 +203,Sample,130 +203,Stateavg,al_hf-3 +204,ProviderNumber,10011 +204,HospitalName,st vincents east +204,Address1,50 medical park east drive +204,Address2, +204,Address3, +204,City,birmingham +204,State,al +204,ZipCode,35235 +204,CountyName,jefferson +204,PhoneNumber,2058383122 +204,HospitalType,acute care hospitals +204,HospitalOwner,voluntary non-profit - private +204,EmergencyService,yes +204,Condition,heart failure +204,MeasureCode,hf-4 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+206,EmergencyService,yes +206,Condition,pneumonia +206,MeasureCode,pn-3b +206,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +206,Score,96 +206,Sample,131 +206,Stateavg,al_pn-3b +207,ProviderNumber,10011 +207,HospitalName,st vincents east +207,Address1,50 medical park east drive +207,Address2, +207,Address3, +207,City,birmingham +207,State,al +207,ZipCode,35235 +207,CountyName,jefferson +207,PhoneNumber,2058383122 +207,HospitalType,acute care hospitals +207,HospitalOwner,voluntary non-profit - private +207,EmergencyService,yes +207,Condition,pneumonia +207,MeasureCode,pn-4 +207,MeasureName,pneumonia patients given smoking cessation advice/counseling +207,Score,100 +207,Sample,69 +207,Stateavg,al_pn-4 +208,ProviderNumber,10011 +208,HospitalName,st vincents east +208,Address1,50 medical park east drive +208,Address2, +208,Address3, +208,City,birmingham +208,State,al +208,ZipCode,35235 +208,CountyName,jefferson +208,PhoneNumber,2058383122 +208,HospitalType,acute care hospitals +208,HospitalOwner,voluntary non-profit - private +208,EmergencyService,yes +208,Condition,pneumonia +208,MeasureCode,pn-5c +208,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +208,Score,95 +208,Sample,135 +208,Stateavg,al_pn-5c +209,ProviderNumber,10011 +209,HospitalName,st vincents east +209,Address1,50 medical park east drive +209,Address2, +209,Address3, +209,City,birmingham +209,State,al +209,ZipCode,35235 +209,CountyName,jefferson +209,PhoneNumber,2058383122 +209,HospitalType,acute care hospitals +209,HospitalOwner,voluntary non-profit - private +209,EmergencyService,yes +209,Condition,pneumonia +209,MeasureCode,pn-6 +209,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +209,Score,91 +209,Sample,112 +209,Stateavg,al_pn-6 +210,ProviderNumber,10011 +210,HospitalName,st vincents east +210,Address1,50 medical park east drive +210,Address2, +210,Address3, +210,City,birmingham +210,State,al +210,ZipCode,35235 +210,CountyName,jefferson +210,PhoneNumber,2058383122 +210,HospitalType,acute care hospitals +210,HospitalOwner,voluntary non-profit - private +210,EmergencyService,yes +210,Condition,pneumonia +210,MeasureCode,pn-7 +210,MeasureName,pneumonia patients assessed and given influenza vaccination +210,Score,85 +210,Sample,89 +210,Stateavg,al_pn-7 +211,ProviderNumber,10011 +211,HospitalName,st vincents east +211,Address1,50 medical park east drive +211,Address2, +211,Address3, +211,City,birmingham +211,State,al +211,ZipCode,35235 +211,CountyName,jefferson +211,PhoneNumber,2058383122 +211,HospitalType,acute care hospitals +211,HospitalOwner,voluntary non-profit - private +211,EmergencyService,yes +211,Condition,surgical infection prevention +211,MeasureCode,scip-card-2 +211,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +211,Score,83 +211,Sample,125 +211,Stateavg,al_scip-card-2 +212,ProviderNumber,10011 +212,HospitalName,st vincents east +212,Address1,50 medical park east drive +212,Address2, +212,Address3, +212,City,birmingham +212,State,al +212,ZipCode,35235 +212,CountyName,jefferson +212,PhoneNumber,2058383122 +212,HospitalType,acute care hospitals +212,HospitalOwner,voluntary non-profit - private +212,EmergencyService,yes +212,Condition,surgical infection prevention +212,MeasureCode,scip-inf-1 +212,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +212,Score,97 +212,Sample,461 +212,Stateavg,al_scip-inf-1 +213,ProviderNumber,10011 +213,HospitalName,st vincents east +213,Address1,50 medical park east drive +213,Address2, +213,Address3, +213,City,birmingham +213,State,al +213,ZipCode,35235 +213,CountyName,jefferson 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+215,ProviderNumber,10011 +215,HospitalName,st vincents east +215,Address1,50 medical park east drive +215,Address2, +215,Address3, +215,City,birmingham +215,State,al +215,ZipCode,35235 +215,CountyName,jefferson +215,PhoneNumber,2058383122 +215,HospitalType,acute care hospitals +215,HospitalOwner,voluntary non-profit - private +215,EmergencyService,yes +215,Condition,surgical infection prevention +215,MeasureCode,scip-inf-4 +215,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +215,Score,60 +215,Sample,127 +215,Stateavg,al_scip-inf-4 +216,ProviderNumber,10011 +216,HospitalName,st vincents east +216,Address1,50 medical park east drive +216,Address2, +216,Address3, +216,City,birmingham +216,State,al +216,ZipCode,35235 +216,CountyName,jefferson +216,PhoneNumber,2058383122 +216,HospitalType,acute care hospitals +216,HospitalOwner,voluntary non-profit - private +216,EmergencyService,yes +216,Condition,surgical infection prevention +216,MeasureCode,scip-inf-6 +216,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +216,Score,100 +216,Sample,601 +216,Stateavg,al_scip-inf-6 +217,ProviderNumber,10011 +217,HospitalName,st vincents east +217,Address1,50 medical park east drive +217,Address2, +217,Address3, +217,City,birmingham +217,State,al +217,ZipCode,35235 +217,CountyName,jefferson +217,PhoneNumber,2058383122 +217,HospitalType,acute care hospitals +217,HospitalOwner,voluntary non-profit - private +217,EmergencyService,yes +217,Condition,surgical infection prevention +217,MeasureCode,scip-vte-1 +217,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +217,Score,89 +217,Sample,229 +217,Stateavg,al_scip-vte-1 +218,ProviderNumber,10011 +218,HospitalName,st vincents east 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church +221,EmergencyService,yes +221,Condition,heart attack +221,MeasureCode,ami-3 +221,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +221,Score,91 +221,Sample,11 +221,Stateavg,al_ami-3 +222,ProviderNumber,10012 +222,HospitalName,dekalb regional medical center +222,Address1,200 med center drive +222,Address2, +222,Address3, +222,City,fort payne +222,State,al +222,ZipCode,35968 +222,CountyName,de kalb +222,PhoneNumber,2568453150 +222,HospitalType,acute care hospitals +222,HospitalOwner,voluntary non-profit - church +222,EmergencyService,yes +222,Condition,heart attack +222,MeasureCode,ami-4 +222,MeasureName,heart attack patients given smoking cessation advice/counseling +222,Score,100 +222,Sample,14 +222,Stateavg,al_ami-4 +223,ProviderNumber,10012 +223,HospitalName,dekalb regional medical center +223,Address1,200 med center drive +223,Address2, +223,Address3, +223,City,fort payne +223,State,al +223,ZipCode,35968 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center drive +225,Address2, +225,Address3, +225,City,fort payne +225,State,al +225,ZipCode,35968 +225,CountyName,de kalb +225,PhoneNumber,2568453150 +225,HospitalType,acute care hospitals +225,HospitalOwner,voluntary non-profit - church +225,EmergencyService,yes +225,Condition,heart attack +225,MeasureCode,ami-8a +225,MeasureName,heart attack patients given pci within 90 minutes of arrival +225,Score,40 +225,Sample,5 +225,Stateavg,al_ami-8a +226,ProviderNumber,10012 +226,HospitalName,dekalb regional medical center +226,Address1,200 med center drive +226,Address2, +226,Address3, +226,City,fort payne +226,State,al +226,ZipCode,35968 +226,CountyName,de kalb +226,PhoneNumber,2568453150 +226,HospitalType,acute care hospitals +226,HospitalOwner,voluntary non-profit - church +226,EmergencyService,yes +226,Condition,heart failure +226,MeasureCode,hf-1 +226,MeasureName,heart failure patients given discharge instructions +226,Score,89 +226,Sample,76 +226,Stateavg,al_hf-1 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failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +228,Score,94 +228,Sample,36 +228,Stateavg,al_hf-3 +229,ProviderNumber,10012 +229,HospitalName,dekalb regional medical center +229,Address1,200 med center drive +229,Address2, +229,Address3, +229,City,fort payne +229,State,al +229,ZipCode,35968 +229,CountyName,de kalb +229,PhoneNumber,2568453150 +229,HospitalType,acute care hospitals +229,HospitalOwner,voluntary non-profit - church +229,EmergencyService,yes +229,Condition,heart failure +229,MeasureCode,hf-4 +229,MeasureName,heart failure patients given smoking cessation advice/counseling +229,Score,100 +229,Sample,15 +229,Stateavg,al_hf-4 +230,ProviderNumber,10012 +230,HospitalName,dekalb regional medical center +230,Address1,200 med center drive +230,Address2, +230,Address3, +230,City,fort payne +230,State,al +230,ZipCode,35968 +230,CountyName,de kalb +230,PhoneNumber,2568453150 +230,HospitalType,acute care hospitals +230,HospitalOwner,voluntary non-profit - church +230,EmergencyService,yes +230,Condition,pneumonia +230,MeasureCode,pn-2 +230,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +230,Score,97 +230,Sample,69 +230,Stateavg,al_pn-2 +231,ProviderNumber,10012 +231,HospitalName,dekalb regional medical center +231,Address1,200 med center drive +231,Address2, +231,Address3, +231,City,fort payne +231,State,al +231,ZipCode,35968 +231,CountyName,de kalb +231,PhoneNumber,2568453150 +231,HospitalType,acute care hospitals +231,HospitalOwner,voluntary non-profit - church +231,EmergencyService,yes +231,Condition,pneumonia +231,MeasureCode,pn-3b +231,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +231,Score,93 +231,Sample,91 +231,Stateavg,al_pn-3b +232,ProviderNumber,10012 +232,HospitalName,dekalb regional medical center +232,Address1,200 med center drive +232,Address2, +232,Address3, +232,City,fort payne +232,State,al +232,ZipCode,35968 +232,CountyName,de kalb +232,PhoneNumber,2568453150 +232,HospitalType,acute care hospitals +232,HospitalOwner,voluntary non-profit - church +232,EmergencyService,yes +232,Condition,pneumonia +232,MeasureCode,pn-4 +232,MeasureName,pneumonia patients given smoking cessation advice/counseling +232,Score,100 +232,Sample,37 +232,Stateavg,al_pn-4 +233,ProviderNumber,10012 +233,HospitalName,dekalb regional medical center +233,Address1,200 med center drive +233,Address2, +233,Address3, +233,City,fort payne +233,State,al +233,ZipCode,35968 +233,CountyName,de kalb +233,PhoneNumber,2568453150 +233,HospitalType,acute care hospitals +233,HospitalOwner,voluntary non-profit - church +233,EmergencyService,yes +233,Condition,pneumonia +233,MeasureCode,pn-5c +233,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +233,Score,99 +233,Sample,88 +233,Stateavg,al_pn-5c +234,ProviderNumber,10012 +234,HospitalName,dekalb regional medical center +234,Address1,200 med center drive +234,Address2, +234,Address3, +234,City,fort payne +234,State,al +234,ZipCode,35968 +234,CountyName,de kalb +234,PhoneNumber,2568453150 +234,HospitalType,acute care hospitals +234,HospitalOwner,voluntary non-profit - church +234,EmergencyService,yes +234,Condition,pneumonia +234,MeasureCode,pn-6 +234,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +234,Score,88 +234,Sample,82 +234,Stateavg,al_pn-6 +235,ProviderNumber,10012 +235,HospitalName,dekalb regional medical center +235,Address1,200 med center drive +235,Address2, +235,Address3, +235,City,fort payne +235,State,al +235,ZipCode,35968 +235,CountyName,de kalb +235,PhoneNumber,2568453150 +235,HospitalType,acute care hospitals +235,HospitalOwner,voluntary non-profit - church +235,EmergencyService,yes +235,Condition,pneumonia +235,MeasureCode,pn-7 +235,MeasureName,pneumonia patients assessed and given influenza vaccination +235,Score,98 +235,Sample,56 +235,Stateavg,al_pn-7 +236,ProviderNumber,10012 +236,HospitalName,dekalb regional medical center +236,Address1,200 med center drive +236,Address2, +236,Address3, +236,City,fort payne +236,State,al +236,ZipCode,35968 +236,CountyName,de kalb +236,PhoneNumber,2568453150 +236,HospitalType,acute care hospitals +236,HospitalOwner,voluntary non-profit - church +236,EmergencyService,yes +236,Condition,surgical infection prevention +236,MeasureCode,scip-card-2 +236,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +236,Score,100 +236,Sample,16 +236,Stateavg,al_scip-card-2 +237,ProviderNumber,10012 +237,HospitalName,dekalb regional medical center +237,Address1,200 med center drive +237,Address2, +237,Address3, +237,City,fort payne +237,State,al +237,ZipCode,35968 +237,CountyName,de kalb +237,PhoneNumber,2568453150 +237,HospitalType,acute care hospitals +237,HospitalOwner,voluntary non-profit - church +237,EmergencyService,yes +237,Condition,surgical infection prevention +237,MeasureCode,scip-inf-1 +237,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +237,Score,97 +237,Sample,139 +237,Stateavg,al_scip-inf-1 +238,ProviderNumber,10012 +238,HospitalName,dekalb regional medical center +238,Address1,200 med center drive +238,Address2, +238,Address3, +238,City,fort payne +238,State,al +238,ZipCode,35968 +238,CountyName,de kalb +238,PhoneNumber,2568453150 +238,HospitalType,acute care hospitals +238,HospitalOwner,voluntary non-profit - church +238,EmergencyService,yes +238,Condition,surgical infection prevention +238,MeasureCode,scip-inf-2 +238,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +238,Score,99 +238,Sample,147 +238,Stateavg,al_scip-inf-2 +239,ProviderNumber,10012 +239,HospitalName,dekalb regional medical center +239,Address1,200 med center drive +239,Address2, +239,Address3, +239,City,fort payne +239,State,al +239,ZipCode,35968 +239,CountyName,de kalb +239,PhoneNumber,2568453150 +239,HospitalType,acute care hospitals +239,HospitalOwner,voluntary non-profit - church +239,EmergencyService,yes +239,Condition,surgical infection prevention +239,MeasureCode,scip-inf-3 +239,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +239,Score,98 +239,Sample,136 +239,Stateavg,al_scip-inf-3 +240,ProviderNumber,10012 +240,HospitalName,dekalb regional medical center +240,Address1,200 med center drive +240,Address2, +240,Address3, +240,City,fort payne +240,State,al +240,ZipCode,35968 +240,CountyName,de kalb +240,PhoneNumber,2568453150 +240,HospitalType,acute care hospitals +240,HospitalOwner,voluntary non-profit - church +240,EmergencyService,yes +240,Condition,surgical infection prevention +240,MeasureCode,scip-inf-4 +240,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +240,Score, +240,Sample,0 +240,Stateavg,al_scip-inf-4 +241,ProviderNumber,10012 +241,HospitalName,dekalb regional medical center +241,Address1,200 med center drive +241,Address2, +241,Address3, +241,City,fort payne +241,State,al +241,ZipCode,35968 +241,CountyName,de kalb +241,PhoneNumber,2568453150 +241,HospitalType,acute care hospitals +241,HospitalOwner,voluntary non-profit - church +241,EmergencyService,yes +241,Condition,surgical infection prevention +241,MeasureCode,scip-inf-6 +241,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +241,Score,100 +241,Sample,179 +241,Stateavg,al_scip-inf-6 +242,ProviderNumber,10012 +242,HospitalName,dekalb regional medical center 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got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +243,Score,97 +243,Sample,90 +243,Stateavg,al_scip-vte-2 +244,ProviderNumber,10015 +244,HospitalName,southwest alabama medical center +244,Address1,33700 highway 43 +244,Address2, +244,Address3, +244,City,thomasville +244,State,al +244,ZipCode,36784 +244,CountyName,clarke +244,PhoneNumber,3346366221 +244,HospitalType,acute care hospitals +244,HospitalOwner,government - federal +244,EmergencyService,yes +244,Condition,heart attack +244,MeasureCode,ami-1 +244,MeasureName,heart attack patients given aspirin at arrival +244,Score, +244,Sample,0 +244,Stateavg,al_ami-1 +245,ProviderNumber,10015 +245,HospitalName,southwest alabama medical center +245,Address1,33700 highway 43 +245,Address2, +245,Address3, +245,City,thomasville +245,State,al +245,ZipCode,36784 +245,CountyName,clarke +245,PhoneNumber,3346366221 +245,HospitalType,acute care hospitals 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highway 43 +260,Address2, +260,Address3, +260,City,thomasville +260,State,al +260,ZipCode,36784 +260,CountyName,clarke +260,PhoneNumber,3346366221 +260,HospitalType,acute care hospitals +260,HospitalOwner,government - federal +260,EmergencyService,yes +260,Condition,pneumonia +260,MeasureCode,pn-7 +260,MeasureName,pneumonia patients assessed and given influenza vaccination +260,Score,92 +260,Sample,24 +260,Stateavg,al_pn-7 +261,ProviderNumber,10015 +261,HospitalName,southwest alabama medical center +261,Address1,33700 highway 43 +261,Address2, +261,Address3, +261,City,thomasville +261,State,al +261,ZipCode,36784 +261,CountyName,clarke +261,PhoneNumber,3346366221 +261,HospitalType,acute care hospitals +261,HospitalOwner,government - federal +261,EmergencyService,yes +261,Condition,surgical infection prevention +261,MeasureCode,scip-card-2 +261,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +261,Score, +261,Sample, +261,Stateavg,al_scip-card-2 +262,ProviderNumber,10015 +262,HospitalName,southwest alabama medical center +262,Address1,33700 highway 43 +262,Address2, +262,Address3, +262,City,thomasville +262,State,al +262,ZipCode,36784 +262,CountyName,clarke +262,PhoneNumber,3346366221 +262,HospitalType,acute care hospitals +262,HospitalOwner,government - federal +262,EmergencyService,yes +262,Condition,surgical infection prevention +262,MeasureCode,scip-inf-1 +262,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +262,Score,86 +262,Sample,14 +262,Stateavg,al_scip-inf-1 +263,ProviderNumber,10015 +263,HospitalName,southwest alabama medical center +263,Address1,33700 highway 43 +263,Address2, +263,Address3, +263,City,thomasville +263,State,al +263,ZipCode,36784 +263,CountyName,clarke +263,PhoneNumber,3346366221 +263,HospitalType,acute care hospitals +263,HospitalOwner,government - federal +263,EmergencyService,yes +263,Condition,surgical infection prevention +263,MeasureCode,scip-inf-2 +263,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +263,Score,93 +263,Sample,14 +263,Stateavg,al_scip-inf-2 +264,ProviderNumber,10015 +264,HospitalName,southwest alabama medical center +264,Address1,33700 highway 43 +264,Address2, +264,Address3, +264,City,thomasville +264,State,al +264,ZipCode,36784 +264,CountyName,clarke +264,PhoneNumber,3346366221 +264,HospitalType,acute care hospitals +264,HospitalOwner,government - federal +264,EmergencyService,yes +264,Condition,surgical infection prevention +264,MeasureCode,scip-inf-3 +264,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +264,Score,86 +264,Sample,14 +264,Stateavg,al_scip-inf-3 +265,ProviderNumber,10015 +265,HospitalName,southwest alabama medical center +265,Address1,33700 highway 43 +265,Address2, +265,Address3, +265,City,thomasville +265,State,al +265,ZipCode,36784 +265,CountyName,clarke +265,PhoneNumber,3346366221 +265,HospitalType,acute care hospitals +265,HospitalOwner,government - federal +265,EmergencyService,yes +265,Condition,surgical infection prevention +265,MeasureCode,scip-inf-4 +265,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +265,Score, +265,Sample,0 +265,Stateavg,al_scip-inf-4 +266,ProviderNumber,10015 +266,HospitalName,southwest alabama medical center +266,Address1,33700 highway 43 +266,Address2, +266,Address3, +266,City,thomasville +266,State,al +266,ZipCode,36784 +266,CountyName,clarke +266,PhoneNumber,3346366221 +266,HospitalType,acute care hospitals +266,HospitalOwner,government - federal +266,EmergencyService,yes +266,Condition,surgical infection prevention +266,MeasureCode,scip-inf-6 +266,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +266,Score,100 +266,Sample,15 +266,Stateavg,al_scip-inf-6 +267,ProviderNumber,10015 +267,HospitalName,southwest alabama medical center +267,Address1,33700 highway 43 +267,Address2, +267,Address3, +267,City,thomasville +267,State,al +267,ZipCode,36784 +267,CountyName,clarke +267,PhoneNumber,3346366221 +267,HospitalType,acute care hospitals +267,HospitalOwner,government - federal +267,EmergencyService,yes +267,Condition,surgical infection prevention +267,MeasureCode,scip-vte-1 +267,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +267,Score,90 +267,Sample,10 +267,Stateavg,al_scip-vte-1 +268,ProviderNumber,10015 +268,HospitalName,southwest alabama medical center +268,Address1,33700 highway 43 +268,Address2, +268,Address3, +268,City,thomasville +268,State,al +268,ZipCode,36784 +268,CountyName,clarke +268,PhoneNumber,3346366221 +268,HospitalType,acute care hospitals +268,HospitalOwner,government - federal +268,EmergencyService,yes +268,Condition,surgical infection prevention +268,MeasureCode,scip-vte-2 +268,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +268,Score,90 +268,Sample,10 +268,Stateavg,al_scip-vte-2 +269,ProviderNumber,10016 +269,HospitalName,shelby baptist medical center +269,Address1,1000 first street north +269,Address2, +269,Address3, +269,City,alabaster +269,State,al +269,ZipCode,35007 +269,CountyName,shelby +269,PhoneNumber,2056208100 +269,HospitalType,acute care hospitals +269,HospitalOwner,voluntary non-profit - church +269,EmergencyService,yes +269,Condition,heart attack +269,MeasureCode,ami-1 +269,MeasureName,heart attack patients given aspirin at arrival +269,Score,99 +269,Sample,179 +269,Stateavg,al_ami-1 +270,ProviderNumber,10016 +270,HospitalName,shelby baptist medical center +270,Address1,1000 first street north +270,Address2, +270,Address3, +270,City,alabaster +270,State,al +270,ZipCode,35007 +270,CountyName,shelby +270,PhoneNumber,2056208100 +270,HospitalType,acute care hospitals +270,HospitalOwner,voluntary non-profit - church +270,EmergencyService,yes +270,Condition,heart attack +270,MeasureCode,ami-2 +270,MeasureName,heart attack patients given aspirin at discharge +270,Score,97 +270,Sample,208 +270,Stateavg,al_ami-2 +271,ProviderNumber,10016 +271,HospitalName,shelby baptist medical center +271,Address1,1000 first street north +271,Address2, +271,Address3, +271,City,alabaster +271,State,al +271,ZipCode,35007 +271,CountyName,shelby +271,PhoneNumber,2056208100 +271,HospitalType,acute care hospitals +271,HospitalOwner,voluntary non-profit - church +271,EmergencyService,yes +271,Condition,heart attack +271,MeasureCode,ami-3 +271,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +271,Score,100 +271,Sample,30 +271,Stateavg,al_ami-3 +272,ProviderNumber,10016 +272,HospitalName,shelby baptist medical center +272,Address1,1000 first street north +272,Address2, +272,Address3, +272,City,alabaster +272,State,al +272,ZipCode,35007 +272,CountyName,shelby +272,PhoneNumber,2056208100 +272,HospitalType,acute care hospitals +272,HospitalOwner,voluntary non-profit - church +272,EmergencyService,yes +272,Condition,heart attack +272,MeasureCode,ami-4 +272,MeasureName,heart attack patients given smoking cessation advice/counseling +272,Score,100 +272,Sample,98 +272,Stateavg,al_ami-4 +273,ProviderNumber,10016 +273,HospitalName,shelby baptist medical center +273,Address1,1000 first street north +273,Address2, +273,Address3, +273,City,alabaster +273,State,al +273,ZipCode,35007 +273,CountyName,shelby +273,PhoneNumber,2056208100 +273,HospitalType,acute care hospitals +273,HospitalOwner,voluntary non-profit - church +273,EmergencyService,yes +273,Condition,heart attack +273,MeasureCode,ami-5 +273,MeasureName,heart attack patients given beta blocker at discharge +273,Score,97 +273,Sample,169 +273,Stateavg,al_ami-5 +274,ProviderNumber,10016 +274,HospitalName,shelby baptist medical center +274,Address1,1000 first street north +274,Address2, +274,Address3, +274,City,alabaster +274,State,al +274,ZipCode,35007 +274,CountyName,shelby +274,PhoneNumber,2056208100 +274,HospitalType,acute care hospitals +274,HospitalOwner,voluntary non-profit - church +274,EmergencyService,yes +274,Condition,heart attack +274,MeasureCode,ami-7a +274,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +274,Score, +274,Sample,0 +274,Stateavg,al_ami-7a +275,ProviderNumber,10016 +275,HospitalName,shelby baptist medical center +275,Address1,1000 first street north +275,Address2, +275,Address3, +275,City,alabaster +275,State,al +275,ZipCode,35007 +275,CountyName,shelby +275,PhoneNumber,2056208100 +275,HospitalType,acute care hospitals +275,HospitalOwner,voluntary non-profit - church +275,EmergencyService,yes +275,Condition,heart attack +275,MeasureCode,ami-8a +275,MeasureName,heart attack patients given pci within 90 minutes of arrival +275,Score,83 +275,Sample,36 +275,Stateavg,al_ami-8a +276,ProviderNumber,10016 +276,HospitalName,shelby baptist medical center +276,Address1,1000 first street north +276,Address2, +276,Address3, +276,City,alabaster +276,State,al +276,ZipCode,35007 +276,CountyName,shelby +276,PhoneNumber,2056208100 +276,HospitalType,acute care hospitals +276,HospitalOwner,voluntary non-profit - church +276,EmergencyService,yes +276,Condition,heart failure +276,MeasureCode,hf-1 +276,MeasureName,heart failure patients given discharge instructions +276,Score,86 +276,Sample,210 +276,Stateavg,al_hf-1 +277,ProviderNumber,10016 +277,HospitalName,shelby baptist medical center +277,Address1,1000 first street north +277,Address2, +277,Address3, +277,City,alabaster +277,State,al +277,ZipCode,35007 +277,CountyName,shelby +277,PhoneNumber,2056208100 +277,HospitalType,acute care hospitals +277,HospitalOwner,voluntary non-profit - church +277,EmergencyService,yes +277,Condition,heart failure +277,MeasureCode,hf-2 +277,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +277,Score,100 +277,Sample,246 +277,Stateavg,al_hf-2 +278,ProviderNumber,10016 +278,HospitalName,shelby baptist medical center +278,Address1,1000 first street north +278,Address2, +278,Address3, +278,City,alabaster +278,State,al +278,ZipCode,35007 +278,CountyName,shelby +278,PhoneNumber,2056208100 +278,HospitalType,acute care hospitals +278,HospitalOwner,voluntary non-profit - church +278,EmergencyService,yes +278,Condition,heart failure +278,MeasureCode,hf-3 +278,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +278,Score,97 +278,Sample,71 +278,Stateavg,al_hf-3 +279,ProviderNumber,10016 +279,HospitalName,shelby baptist medical center +279,Address1,1000 first street north +279,Address2, +279,Address3, +279,City,alabaster +279,State,al +279,ZipCode,35007 +279,CountyName,shelby +279,PhoneNumber,2056208100 +279,HospitalType,acute care hospitals +279,HospitalOwner,voluntary non-profit - church +279,EmergencyService,yes +279,Condition,heart failure +279,MeasureCode,hf-4 +279,MeasureName,heart failure patients given smoking cessation advice/counseling +279,Score,100 +279,Sample,48 +279,Stateavg,al_hf-4 +280,ProviderNumber,10016 +280,HospitalName,shelby baptist medical center +280,Address1,1000 first street north +280,Address2, +280,Address3, +280,City,alabaster +280,State,al +280,ZipCode,35007 +280,CountyName,shelby +280,PhoneNumber,2056208100 +280,HospitalType,acute care hospitals +280,HospitalOwner,voluntary non-profit - church +280,EmergencyService,yes +280,Condition,pneumonia +280,MeasureCode,pn-2 +280,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +280,Score,97 +280,Sample,235 +280,Stateavg,al_pn-2 +281,ProviderNumber,10016 +281,HospitalName,shelby baptist medical center +281,Address1,1000 first street north +281,Address2, +281,Address3, +281,City,alabaster +281,State,al +281,ZipCode,35007 +281,CountyName,shelby +281,PhoneNumber,2056208100 +281,HospitalType,acute care hospitals +281,HospitalOwner,voluntary non-profit - church +281,EmergencyService,yes +281,Condition,pneumonia +281,MeasureCode,pn-3b +281,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +281,Score,100 +281,Sample,110 +281,Stateavg,al_pn-3b +282,ProviderNumber,10016 +282,HospitalName,shelby baptist medical center +282,Address1,1000 first street north +282,Address2, +282,Address3, +282,City,alabaster +282,State,al +282,ZipCode,35007 +282,CountyName,shelby +282,PhoneNumber,2056208100 +282,HospitalType,acute care hospitals +282,HospitalOwner,voluntary non-profit - church +282,EmergencyService,yes +282,Condition,pneumonia +282,MeasureCode,pn-4 +282,MeasureName,pneumonia patients given smoking cessation advice/counseling +282,Score,100 +282,Sample,131 +282,Stateavg,al_pn-4 +283,ProviderNumber,10016 +283,HospitalName,shelby baptist medical center +283,Address1,1000 first street north +283,Address2, +283,Address3, +283,City,alabaster +283,State,al +283,ZipCode,35007 +283,CountyName,shelby +283,PhoneNumber,2056208100 +283,HospitalType,acute care hospitals +283,HospitalOwner,voluntary non-profit - church +283,EmergencyService,yes +283,Condition,pneumonia +283,MeasureCode,pn-5c +283,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +283,Score,96 +283,Sample,239 +283,Stateavg,al_pn-5c +284,ProviderNumber,10016 +284,HospitalName,shelby baptist medical center +284,Address1,1000 first street north +284,Address2, +284,Address3, +284,City,alabaster +284,State,al +284,ZipCode,35007 +284,CountyName,shelby +284,PhoneNumber,2056208100 +284,HospitalType,acute care hospitals +284,HospitalOwner,voluntary non-profit - church +284,EmergencyService,yes +284,Condition,pneumonia +284,MeasureCode,pn-6 +284,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +284,Score,93 +284,Sample,116 +284,Stateavg,al_pn-6 +285,ProviderNumber,10016 +285,HospitalName,shelby baptist medical center +285,Address1,1000 first street north +285,Address2, +285,Address3, +285,City,alabaster +285,State,al +285,ZipCode,35007 +285,CountyName,shelby +285,PhoneNumber,2056208100 +285,HospitalType,acute care hospitals +285,HospitalOwner,voluntary non-profit - church +285,EmergencyService,yes +285,Condition,pneumonia +285,MeasureCode,pn-7 +285,MeasureName,pneumonia patients assessed and given influenza vaccination +285,Score,92 +285,Sample,199 +285,Stateavg,al_pn-7 +286,ProviderNumber,10016 +286,HospitalName,shelby baptist medical center +286,Address1,1000 first street north +286,Address2, +286,Address3, +286,City,alabaster +286,State,al +286,ZipCode,35007 +286,CountyName,shelby +286,PhoneNumber,2056208100 +286,HospitalType,acute care hospitals +286,HospitalOwner,voluntary non-profit - church +286,EmergencyService,yes +286,Condition,surgical infection prevention +286,MeasureCode,scip-card-2 +286,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +286,Score,89 +286,Sample,96 +286,Stateavg,al_scip-card-2 +287,ProviderNumber,10016 +287,HospitalName,shelby baptist medical center +287,Address1,1000 first street north +287,Address2, +287,Address3, +287,City,alabaster +287,State,al +287,ZipCode,35007 +287,CountyName,shelby +287,PhoneNumber,2056208100 +287,HospitalType,acute care hospitals +287,HospitalOwner,voluntary non-profit - church +287,EmergencyService,yes +287,Condition,surgical infection prevention +287,MeasureCode,scip-inf-1 +287,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +287,Score,98 +287,Sample,368 +287,Stateavg,al_scip-inf-1 +288,ProviderNumber,10016 +288,HospitalName,shelby baptist medical center +288,Address1,1000 first street north +288,Address2, +288,Address3, +288,City,alabaster +288,State,al +288,ZipCode,35007 +288,CountyName,shelby +288,PhoneNumber,2056208100 +288,HospitalType,acute care hospitals +288,HospitalOwner,voluntary non-profit - church +288,EmergencyService,yes +288,Condition,surgical infection prevention +288,MeasureCode,scip-inf-2 +288,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +288,Score,99 +288,Sample,370 +288,Stateavg,al_scip-inf-2 +289,ProviderNumber,10016 +289,HospitalName,shelby baptist medical center +289,Address1,1000 first street north +289,Address2, +289,Address3, +289,City,alabaster +289,State,al +289,ZipCode,35007 +289,CountyName,shelby +289,PhoneNumber,2056208100 +289,HospitalType,acute care hospitals +289,HospitalOwner,voluntary non-profit - church +289,EmergencyService,yes +289,Condition,surgical infection prevention +289,MeasureCode,scip-inf-3 +289,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +289,Score,91 +289,Sample,331 +289,Stateavg,al_scip-inf-3 +290,ProviderNumber,10016 +290,HospitalName,shelby baptist medical center +290,Address1,1000 first street north +290,Address2, +290,Address3, +290,City,alabaster +290,State,al +290,ZipCode,35007 +290,CountyName,shelby +290,PhoneNumber,2056208100 +290,HospitalType,acute care hospitals +290,HospitalOwner,voluntary non-profit - church +290,EmergencyService,yes +290,Condition,surgical infection prevention +290,MeasureCode,scip-inf-4 +290,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +290,Score,93 +290,Sample,116 +290,Stateavg,al_scip-inf-4 +291,ProviderNumber,10016 +291,HospitalName,shelby baptist medical center +291,Address1,1000 first street north +291,Address2, +291,Address3, +291,City,alabaster +291,State,al +291,ZipCode,35007 +291,CountyName,shelby +291,PhoneNumber,2056208100 +291,HospitalType,acute care hospitals +291,HospitalOwner,voluntary non-profit - church +291,EmergencyService,yes +291,Condition,surgical infection prevention +291,MeasureCode,scip-inf-6 +291,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +291,Score,100 +291,Sample,588 +291,Stateavg,al_scip-inf-6 +292,ProviderNumber,10016 +292,HospitalName,shelby baptist medical center +292,Address1,1000 first street north +292,Address2, +292,Address3, +292,City,alabaster +292,State,al +292,ZipCode,35007 +292,CountyName,shelby +292,PhoneNumber,2056208100 +292,HospitalType,acute care hospitals +292,HospitalOwner,voluntary non-profit - church +292,EmergencyService,yes +292,Condition,surgical infection prevention +292,MeasureCode,scip-vte-1 +292,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +292,Score,97 +292,Sample,226 +292,Stateavg,al_scip-vte-1 +293,ProviderNumber,10016 +293,HospitalName,shelby baptist medical center +293,Address1,1000 first street north +293,Address2, +293,Address3, +293,City,alabaster +293,State,al +293,ZipCode,35007 +293,CountyName,shelby +293,PhoneNumber,2056208100 +293,HospitalType,acute care hospitals +293,HospitalOwner,voluntary non-profit - church +293,EmergencyService,yes +293,Condition,surgical infection prevention +293,MeasureCode,scip-vte-2 +293,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +293,Score,94 +293,Sample,225 +293,Stateavg,al_scip-vte-2 +294,ProviderNumber,10018 +294,HospitalName,callahan eye foundation hospital +294,Address1,1720 university blvd +294,Address2, +294,Address3, +294,City,birmingham +294,State,al +294,ZipCode,35233 +294,CountyName,jefferson +294,PhoneNumber,2053258100 +294,HospitalType,acute care hospitals +294,HospitalOwner,voluntary non-profit - private +294,EmergencyService,yes +294,Condition,heart attack +294,MeasureCode,ami-1 +294,MeasureName,heart attack patients given aspirin at arrival +294,Score, +294,Sample, +294,Stateavg,al_ami-1 +295,ProviderNumber,10018 +295,HospitalName,callahan eye foundation hospital +295,Address1,1720 university blvd +295,Address2, +295,Address3, +295,City,birmingham +295,State,al +295,ZipCode,35233 +295,CountyName,jefferson +295,PhoneNumber,2053258100 +295,HospitalType,acute care hospitals +295,HospitalOwner,voluntary non-profit - private +295,EmergencyService,yes +295,Condition,heart attack +295,MeasureCode,ami-2 +295,MeasureName,heart attack patients given aspirin at discharge +295,Score, +295,Sample, +295,Stateavg,al_ami-2 +296,ProviderNumber,10018 +296,HospitalName,callahan eye foundation hospital +296,Address1,1720 university blvd +296,Address2, +296,Address3, +296,City,birmingham +296,State,al +296,ZipCode,35233 +296,CountyName,jefferson +296,PhoneNumber,2053258100 +296,HospitalType,acute care hospitals +296,HospitalOwner,voluntary non-profit - private +296,EmergencyService,yes +296,Condition,heart attack +296,MeasureCode,ami-3 +296,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +296,Score, +296,Sample, +296,Stateavg,al_ami-3 +297,ProviderNumber,10018 +297,HospitalName,callahan eye foundation hospital +297,Address1,1720 university blvd +297,Address2, +297,Address3, +297,City,birmingham +297,State,al +297,ZipCode,35233 +297,CountyName,jefferson +297,PhoneNumber,2053258100 +297,HospitalType,acute care hospitals +297,HospitalOwner,voluntary non-profit - private +297,EmergencyService,yes +297,Condition,heart attack +297,MeasureCode,ami-4 +297,MeasureName,heart attack patients given smoking cessation advice/counseling +297,Score, +297,Sample, +297,Stateavg,al_ami-4 +298,ProviderNumber,10018 +298,HospitalName,callahan eye foundation hospital +298,Address1,1720 university blvd +298,Address2, +298,Address3, +298,City,birmingham +298,State,al +298,ZipCode,35233 +298,CountyName,jefferson +298,PhoneNumber,2053258100 +298,HospitalType,acute care hospitals +298,HospitalOwner,voluntary non-profit - private +298,EmergencyService,yes +298,Condition,heart attack +298,MeasureCode,ami-5 +298,MeasureName,heart attack patients given beta blocker at discharge +298,Score, +298,Sample, +298,Stateavg,al_ami-5 +299,ProviderNumber,10018 +299,HospitalName,callahan eye foundation hospital +299,Address1,1720 university blvd +299,Address2, +299,Address3, +299,City,birmingham +299,State,al +299,ZipCode,35233 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of the first hospital dose of antibiotics +335,Score,100 +335,Sample,152 +335,Stateavg,al_pn-3b +336,ProviderNumber,10055 +336,HospitalName,flowers hospital +336,Address1,4370 west main street +336,Address2, +336,Address3, +336,City,dothan +336,State,al +336,ZipCode,36305 +336,CountyName,houston +336,PhoneNumber,3347935000 +336,HospitalType,acute care hospitals +336,HospitalOwner,proprietary +336,EmergencyService,yes +336,Condition,pneumonia +336,MeasureCode,pn-4 +336,MeasureName,pneumonia patients given smoking cessation advice/counseling +336,Score,100 +336,Sample,77 +336,Stateavg,al_pn-4 +337,ProviderNumber,10055 +337,HospitalName,flowers hospital +337,Address1,4370 west main street +337,Address2, +337,Address3, +337,City,dothan +337,State,al +337,ZipCode,36305 +337,CountyName,houston +337,PhoneNumber,3347935000 +337,HospitalType,acute care hospitals +337,HospitalOwner,proprietary +337,EmergencyService,yes +337,Condition,pneumonia +337,MeasureCode,pn-5c +337,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +337,Score,99 +337,Sample,146 +337,Stateavg,al_pn-5c +338,ProviderNumber,10055 +338,HospitalName,flowers hospital +338,Address1,4370 west main street +338,Address2, +338,Address3, +338,City,dothan +338,State,al +338,ZipCode,36305 +338,CountyName,houston +338,PhoneNumber,3347935000 +338,HospitalType,acute care hospitals +338,HospitalOwner,proprietary +338,EmergencyService,yes +338,Condition,pneumonia +338,MeasureCode,pn-6 +338,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +338,Score,99 +338,Sample,112 +338,Stateavg,al_pn-6 +339,ProviderNumber,10055 +339,HospitalName,flowers hospital +339,Address1,4370 west main street +339,Address2, +339,Address3, +339,City,dothan +339,State,al +339,ZipCode,36305 +339,CountyName,houston +339,PhoneNumber,3347935000 +339,HospitalType,acute care hospitals +339,HospitalOwner,proprietary +339,EmergencyService,yes +339,Condition,pneumonia +339,MeasureCode,pn-7 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left ventricular systolic (lvs) function +362,Score,100 +362,Sample,59 +362,Stateavg,al_hf-2 +363,ProviderNumber,10086 +363,HospitalName,northwest medical center +363,Address1,1530 u s highway 43 +363,Address2, +363,Address3, +363,City,winfield +363,State,al +363,ZipCode,35594 +363,CountyName,marion +363,PhoneNumber,2054877736 +363,HospitalType,acute care hospitals +363,HospitalOwner,proprietary +363,EmergencyService,yes +363,Condition,heart failure +363,MeasureCode,hf-3 +363,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +363,Score,85 +363,Sample,13 +363,Stateavg,al_hf-3 +364,ProviderNumber,10086 +364,HospitalName,northwest medical center +364,Address1,1530 u s highway 43 +364,Address2, +364,Address3, +364,City,winfield +364,State,al +364,ZipCode,35594 +364,CountyName,marion +364,PhoneNumber,2054877736 +364,HospitalType,acute care hospitals +364,HospitalOwner,proprietary +364,EmergencyService,yes +364,Condition,heart failure +364,MeasureCode,hf-4 +364,MeasureName,heart failure patients given smoking cessation advice/counseling +364,Score,100 +364,Sample,14 +364,Stateavg,al_hf-4 +365,ProviderNumber,10086 +365,HospitalName,northwest medical center +365,Address1,1530 u s highway 43 +365,Address2, +365,Address3, +365,City,winfield +365,State,al +365,ZipCode,35594 +365,CountyName,marion +365,PhoneNumber,2054877736 +365,HospitalType,acute care hospitals +365,HospitalOwner,proprietary +365,EmergencyService,yes +365,Condition,pneumonia +365,MeasureCode,pn-2 +365,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +365,Score,91 +365,Sample,66 +365,Stateavg,al_pn-2 +366,ProviderNumber,10086 +366,HospitalName,northwest medical center +366,Address1,1530 u s highway 43 +366,Address2, +366,Address3, +366,City,winfield +366,State,al +366,ZipCode,35594 +366,CountyName,marion +366,PhoneNumber,2054877736 +366,HospitalType,acute care hospitals +366,HospitalOwner,proprietary +366,EmergencyService,yes +366,Condition,pneumonia +366,MeasureCode,pn-3b +366,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +366,Score,98 +366,Sample,59 +366,Stateavg,al_pn-3b +367,ProviderNumber,10086 +367,HospitalName,northwest medical center +367,Address1,1530 u s highway 43 +367,Address2, +367,Address3, +367,City,winfield +367,State,al +367,ZipCode,35594 +367,CountyName,marion +367,PhoneNumber,2054877736 +367,HospitalType,acute care hospitals +367,HospitalOwner,proprietary +367,EmergencyService,yes +367,Condition,pneumonia +367,MeasureCode,pn-4 +367,MeasureName,pneumonia patients given smoking cessation advice/counseling +367,Score,98 +367,Sample,40 +367,Stateavg,al_pn-4 +368,ProviderNumber,10086 +368,HospitalName,northwest medical center +368,Address1,1530 u s highway 43 +368,Address2, +368,Address3, +368,City,winfield +368,State,al +368,ZipCode,35594 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+370,City,winfield +370,State,al +370,ZipCode,35594 +370,CountyName,marion +370,PhoneNumber,2054877736 +370,HospitalType,acute care hospitals +370,HospitalOwner,proprietary +370,EmergencyService,yes +370,Condition,pneumonia +370,MeasureCode,pn-7 +370,MeasureName,pneumonia patients assessed and given influenza vaccination +370,Score,82 +370,Sample,45 +370,Stateavg,al_pn-7 +371,ProviderNumber,10086 +371,HospitalName,northwest medical center +371,Address1,1530 u s highway 43 +371,Address2, +371,Address3, +371,City,winfield +371,State,al +371,ZipCode,35594 +371,CountyName,marion +371,PhoneNumber,2054877736 +371,HospitalType,acute care hospitals +371,HospitalOwner,proprietary +371,EmergencyService,yes +371,Condition,surgical infection prevention +371,MeasureCode,scip-card-2 +371,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +371,Score,89 +371,Sample,19 +371,Stateavg,al_scip-card-2 +372,ProviderNumber,10086 +372,HospitalName,northwest medical center +372,Address1,1530 u s highway 43 +372,Address2, +372,Address3, +372,City,winfield +372,State,al +372,ZipCode,35594 +372,CountyName,marion +372,PhoneNumber,2054877736 +372,HospitalType,acute care hospitals +372,HospitalOwner,proprietary +372,EmergencyService,yes +372,Condition,surgical infection prevention +372,MeasureCode,scip-inf-1 +372,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +372,Score,98 +372,Sample,102 +372,Stateavg,al_scip-inf-1 +373,ProviderNumber,10086 +373,HospitalName,northwest medical center +373,Address1,1530 u s highway 43 +373,Address2, +373,Address3, +373,City,winfield +373,State,al +373,ZipCode,35594 +373,CountyName,marion +373,PhoneNumber,2054877736 +373,HospitalType,acute care hospitals +373,HospitalOwner,proprietary +373,EmergencyService,yes 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removal cream c not a razor) +376,Score,100 +376,Sample,146 +376,Stateavg,al_scip-inf-6 +377,ProviderNumber,10086 +377,HospitalName,northwest medical center +377,Address1,1530 u s highway 43 +377,Address2, +377,Address3, +377,City,winfield +377,State,al +377,ZipCode,35594 +377,CountyName,marion +377,PhoneNumber,2054877736 +377,HospitalType,acute care hospitals +377,HospitalOwner,proprietary +377,EmergencyService,yes +377,Condition,surgical infection prevention +377,MeasureCode,scip-vte-1 +377,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +377,Score,95 +377,Sample,58 +377,Stateavg,al_scip-vte-1 +378,ProviderNumber,10086 +378,HospitalName,northwest medical center +378,Address1,1530 u s highway 43 +378,Address2, +378,Address3, +378,City,winfield +378,State,al +378,ZipCode,35594 +378,CountyName,marion +378,PhoneNumber,2054877736 +378,HospitalType,acute care hospitals +378,HospitalOwner,proprietary 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attack patients given pci within 90 minutes of arrival +385,Score,50 +385,Sample,16 +385,Stateavg,al_ami-8a +386,ProviderNumber,10087 +386,HospitalName,univ of south alabama medical center +386,Address1,2451 fillingim street +386,Address2, +386,Address3, +386,City,mobile +386,State,al +386,ZipCode,36617 +386,CountyName,mobile +386,PhoneNumber,2514717110 +386,HospitalType,acute care hospitals +386,HospitalOwner,government - state +386,EmergencyService,yes +386,Condition,heart failure +386,MeasureCode,hf-1 +386,MeasureName,heart failure patients given discharge instructions +386,Score,83 +386,Sample,146 +386,Stateavg,al_hf-1 +387,ProviderNumber,10087 +387,HospitalName,univ of south alabama medical center +387,Address1,2451 fillingim street +387,Address2, +387,Address3, +387,City,mobile +387,State,al +387,ZipCode,36617 +387,CountyName,mobile +387,PhoneNumber,2514717110 +387,HospitalType,acute care hospitals +387,HospitalOwner,government - state +387,EmergencyService,yes 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+389,PhoneNumber,2514717110 +389,HospitalType,acute care hospitals +389,HospitalOwner,government - state +389,EmergencyService,yes +389,Condition,heart failure +389,MeasureCode,hf-4 +389,MeasureName,heart failure patients given smoking cessation advice/counseling +389,Score,100 +389,Sample,45 +389,Stateavg,al_hf-4 +390,ProviderNumber,10087 +390,HospitalName,univ of south alabama medical center +390,Address1,2451 fillingim street +390,Address2, +390,Address3, +390,City,mobile +390,State,al +390,ZipCode,36617 +390,CountyName,mobile +390,PhoneNumber,2514717110 +390,HospitalType,acute care hospitals +390,HospitalOwner,government - state +390,EmergencyService,yes +390,Condition,pneumonia +390,MeasureCode,pn-2 +390,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +390,Score,71 +390,Sample,7 +390,Stateavg,al_pn-2 +391,ProviderNumber,10087 +391,HospitalName,univ of south alabama medical center +391,Address1,2451 fillingim street +391,Address2, +391,Address3, +391,City,mobile +391,State,al +391,ZipCode,36617 +391,CountyName,mobile +391,PhoneNumber,2514717110 +391,HospitalType,acute care hospitals +391,HospitalOwner,government - state +391,EmergencyService,yes +391,Condition,pneumonia +391,MeasureCode,pn-3b +391,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +391,Score,89 +391,Sample,35 +391,Stateavg,al_pn-3b +392,ProviderNumber,10108 +392,HospitalName,prattville baptist hospital +392,Address1,124 s memorial dr +392,Address2, +392,Address3, +392,City,prattville +392,State,al +392,ZipCode,36067 +392,CountyName,autauga +392,PhoneNumber,3343614267 +392,HospitalType,acute care hospitals +392,HospitalOwner,voluntary non-profit - private +392,EmergencyService,yes +392,Condition,heart attack +392,MeasureCode,ami-2 +392,MeasureName,heart attack patients given aspirin at discharge +392,Score,100 +392,Sample,4 +392,Stateavg,al_ami-2 +393,ProviderNumber,10108 +393,HospitalName,prattville baptist hospital +393,Address1,124 s memorial dr +393,Address2, +393,Address3, +393,City,prattville +393,State,al +393,ZipCode,36067 +393,CountyName,autauga +393,PhoneNumber,3343614267 +393,HospitalType,acute care hospitals +393,HospitalOwner,voluntary non-profit - private +393,EmergencyService,yes +393,Condition,heart attack +393,MeasureCode,ami-3 +393,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +393,Score,67 +393,Sample,3 +393,Stateavg,al_ami-3 +394,ProviderNumber,10108 +394,HospitalName,prattville baptist hospital +394,Address1,124 s memorial dr +394,Address2, +394,Address3, +394,City,prattville +394,State,al +394,ZipCode,36067 +394,CountyName,autauga +394,PhoneNumber,3343614267 +394,HospitalType,acute care hospitals +394,HospitalOwner,voluntary non-profit - private +394,EmergencyService,yes +394,Condition,heart attack +394,MeasureCode,ami-4 +394,MeasureName,heart attack patients given smoking cessation advice/counseling +394,Score, +394,Sample,0 +394,Stateavg,al_ami-4 +395,ProviderNumber,10108 +395,HospitalName,prattville baptist hospital +395,Address1,124 s memorial dr +395,Address2, +395,Address3, +395,City,prattville +395,State,al +395,ZipCode,36067 +395,CountyName,autauga +395,PhoneNumber,3343614267 +395,HospitalType,acute care hospitals +395,HospitalOwner,voluntary non-profit - private +395,EmergencyService,yes +395,Condition,heart attack +395,MeasureCode,ami-5 +395,MeasureName,heart attack patients given beta blocker at discharge +395,Score,100 +395,Sample,5 +395,Stateavg,al_ami-5 +396,ProviderNumber,10108 +396,HospitalName,prattville baptist hospital +396,Address1,124 s memorial dr +396,Address2, +396,Address3, +396,City,prattville +396,State,al +396,ZipCode,36067 +396,CountyName,autauga +396,PhoneNumber,3343614267 +396,HospitalType,acute care hospitals +396,HospitalOwner,voluntary non-profit - private +396,EmergencyService,yes 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care hospitals +398,HospitalOwner,voluntary non-profit - private +398,EmergencyService,yes +398,Condition,heart failure +398,MeasureCode,hf-1 +398,MeasureName,heart failure patients given discharge instructions +398,Score,96 +398,Sample,75 +398,Stateavg,al_hf-1 +399,ProviderNumber,10108 +399,HospitalName,prattville baptist hospital +399,Address1,124 s memorial dr +399,Address2, +399,Address3, +399,City,prattville +399,State,al +399,ZipCode,36067 +399,CountyName,autauga +399,PhoneNumber,3343614267 +399,HospitalType,acute care hospitals +399,HospitalOwner,voluntary non-profit - private +399,EmergencyService,yes +399,Condition,heart failure +399,MeasureCode,hf-2 +399,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +399,Score,94 +399,Sample,93 +399,Stateavg,al_hf-2 +400,ProviderNumber,10108 +400,HospitalName,prattville baptist hospital +400,Address1,124 s memorial dr +400,Address2, +400,Address3, +400,City,prattville +400,State,al +400,ZipCode,36067 +400,CountyName,autauga +400,PhoneNumber,3343614267 +400,HospitalType,acute care hospitals +400,HospitalOwner,voluntary non-profit - private +400,EmergencyService,yes +400,Condition,heart failure +400,MeasureCode,hf-3 +400,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +400,Score,94 +400,Sample,18 +400,Stateavg,al_hf-3 +401,ProviderNumber,10108 +401,HospitalName,prattville baptist hospital +401,Address1,124 s memorial dr +401,Address2, +401,Address3, +401,City,prattville +401,State,al +401,ZipCode,36067 +401,CountyName,autauga +401,PhoneNumber,3343614267 +401,HospitalType,acute care hospitals +401,HospitalOwner,voluntary non-profit - private +401,EmergencyService,yes +401,Condition,heart failure +401,MeasureCode,hf-4 +401,MeasureName,heart failure patients given smoking cessation advice/counseling +401,Score,96 +401,Sample,27 +401,Stateavg,al_hf-4 +402,ProviderNumber,10108 +402,HospitalName,prattville baptist hospital +402,Address1,124 s memorial dr +402,Address2, +402,Address3, +402,City,prattville +402,State,al +402,ZipCode,36067 +402,CountyName,autauga +402,PhoneNumber,3343614267 +402,HospitalType,acute care hospitals +402,HospitalOwner,voluntary non-profit - private +402,EmergencyService,yes +402,Condition,pneumonia +402,MeasureCode,pn-2 +402,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +402,Score,94 +402,Sample,116 +402,Stateavg,al_pn-2 +403,ProviderNumber,10108 +403,HospitalName,prattville baptist hospital +403,Address1,124 s memorial dr +403,Address2, +403,Address3, +403,City,prattville +403,State,al +403,ZipCode,36067 +403,CountyName,autauga +403,PhoneNumber,3343614267 +403,HospitalType,acute care hospitals +403,HospitalOwner,voluntary non-profit - private +403,EmergencyService,yes +403,Condition,pneumonia +403,MeasureCode,pn-3b +403,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +403,Score,95 +403,Sample,138 +403,Stateavg,al_pn-3b +404,ProviderNumber,10108 +404,HospitalName,prattville baptist hospital +404,Address1,124 s memorial dr +404,Address2, +404,Address3, +404,City,prattville +404,State,al +404,ZipCode,36067 +404,CountyName,autauga +404,PhoneNumber,3343614267 +404,HospitalType,acute care hospitals +404,HospitalOwner,voluntary non-profit - private +404,EmergencyService,yes +404,Condition,pneumonia +404,MeasureCode,pn-4 +404,MeasureName,pneumonia patients given smoking cessation advice/counseling +404,Score,100 +404,Sample,67 +404,Stateavg,al_pn-4 +405,ProviderNumber,10108 +405,HospitalName,prattville baptist hospital +405,Address1,124 s memorial dr +405,Address2, +405,Address3, +405,City,prattville +405,State,al +405,ZipCode,36067 +405,CountyName,autauga +405,PhoneNumber,3343614267 +405,HospitalType,acute care hospitals +405,HospitalOwner,voluntary non-profit - private +405,EmergencyService,yes +405,Condition,pneumonia +405,MeasureCode,pn-5c +405,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +405,Score,94 +405,Sample,131 +405,Stateavg,al_pn-5c +406,ProviderNumber,10108 +406,HospitalName,prattville baptist hospital +406,Address1,124 s memorial dr +406,Address2, +406,Address3, +406,City,prattville +406,State,al +406,ZipCode,36067 +406,CountyName,autauga +406,PhoneNumber,3343614267 +406,HospitalType,acute care hospitals +406,HospitalOwner,voluntary non-profit - private +406,EmergencyService,yes +406,Condition,pneumonia +406,MeasureCode,pn-6 +406,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +406,Score,92 +406,Sample,93 +406,Stateavg,al_pn-6 +407,ProviderNumber,10108 +407,HospitalName,prattville baptist hospital +407,Address1,124 s memorial dr +407,Address2, +407,Address3, +407,City,prattville +407,State,al +407,ZipCode,36067 +407,CountyName,autauga +407,PhoneNumber,3343614267 +407,HospitalType,acute care hospitals +407,HospitalOwner,voluntary non-profit - private +407,EmergencyService,yes +407,Condition,pneumonia +407,MeasureCode,pn-7 +407,MeasureName,pneumonia patients assessed and given influenza vaccination +407,Score,99 +407,Sample,89 +407,Stateavg,al_pn-7 +408,ProviderNumber,10108 +408,HospitalName,prattville baptist hospital +408,Address1,124 s memorial dr +408,Address2, +408,Address3, +408,City,prattville +408,State,al +408,ZipCode,36067 +408,CountyName,autauga +408,PhoneNumber,3343614267 +408,HospitalType,acute care hospitals +408,HospitalOwner,voluntary non-profit - private +408,EmergencyService,yes +408,Condition,surgical infection prevention +408,MeasureCode,scip-card-2 +408,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +408,Score,100 +408,Sample,1 +408,Stateavg,al_scip-card-2 +409,ProviderNumber,10108 +409,HospitalName,prattville baptist hospital +409,Address1,124 s memorial dr +409,Address2, +409,Address3, +409,City,prattville +409,State,al +409,ZipCode,36067 +409,CountyName,autauga +409,PhoneNumber,3343614267 +409,HospitalType,acute care hospitals +409,HospitalOwner,voluntary non-profit - private +409,EmergencyService,yes +409,Condition,surgical infection prevention +409,MeasureCode,scip-inf-1 +409,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +409,Score,90 +409,Sample,10 +409,Stateavg,al_scip-inf-1 +410,ProviderNumber,10108 +410,HospitalName,prattville baptist hospital +410,Address1,124 s memorial dr +410,Address2, +410,Address3, +410,City,prattville +410,State,al +410,ZipCode,36067 +410,CountyName,autauga +410,PhoneNumber,3343614267 +410,HospitalType,acute care hospitals +410,HospitalOwner,voluntary non-profit - private +410,EmergencyService,yes +410,Condition,surgical infection prevention +410,MeasureCode,scip-inf-2 +410,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +410,Score,90 +410,Sample,10 +410,Stateavg,al_scip-inf-2 +411,ProviderNumber,10108 +411,HospitalName,prattville baptist hospital +411,Address1,124 s memorial dr +411,Address2, +411,Address3, +411,City,prattville +411,State,al +411,ZipCode,36067 +411,CountyName,autauga +411,PhoneNumber,3343614267 +411,HospitalType,acute care hospitals +411,HospitalOwner,voluntary non-profit - private +411,EmergencyService,yes +411,Condition,surgical infection prevention +411,MeasureCode,scip-inf-3 +411,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +411,Score,100 +411,Sample,10 +411,Stateavg,al_scip-inf-3 +412,ProviderNumber,10158 +412,HospitalName,russellville hospital +412,Address1,15155 highway 43 +412,Address2, +412,Address3, +412,City,russellville +412,State,al +412,ZipCode,35653 +412,CountyName,franklin +412,PhoneNumber,2563321611 +412,HospitalType,acute care hospitals +412,HospitalOwner,proprietary +412,EmergencyService,yes +412,Condition,surgical infection prevention +412,MeasureCode,scip-vte-1 +412,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +412,Score,100 +412,Sample,125 +412,Stateavg,al_scip-vte-1 +413,ProviderNumber,10158 +413,HospitalName,russellville hospital +413,Address1,15155 highway 43 +413,Address2, +413,Address3, +413,City,russellville +413,State,al +413,ZipCode,35653 +413,CountyName,franklin +413,PhoneNumber,2563321611 +413,HospitalType,acute care hospitals +413,HospitalOwner,proprietary +413,EmergencyService,yes +413,Condition,surgical infection prevention +413,MeasureCode,scip-vte-2 +413,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +413,Score,98 +413,Sample,125 +413,Stateavg,al_scip-vte-2 +414,ProviderNumber,10164 +414,HospitalName,coosa valley medical center +414,Address1,315 w hickory st +414,Address2, +414,Address3, +414,City,sylacauga +414,State,al +414,ZipCode,35150 +414,CountyName,talladega +414,PhoneNumber,2562495000 +414,HospitalType,acute care hospitals +414,HospitalOwner,voluntary non-profit - other +414,EmergencyService,no +414,Condition,heart attack +414,MeasureCode,ami-1 +414,MeasureName,heart attack patients given aspirin at arrival +414,Score,90 +414,Sample,10 +414,Stateavg,al_ami-1 +415,ProviderNumber,10164 +415,HospitalName,coosa valley medical center +415,Address1,315 w hickory st +415,Address2, +415,Address3, +415,City,sylacauga +415,State,al +415,ZipCode,35150 +415,CountyName,talladega +415,PhoneNumber,2562495000 +415,HospitalType,acute care hospitals +415,HospitalOwner,voluntary non-profit - other +415,EmergencyService,no +415,Condition,heart attack +415,MeasureCode,ami-2 +415,MeasureName,heart attack patients given aspirin at discharge +415,Score,100 +415,Sample,3 +415,Stateavg,al_ami-2 +416,ProviderNumber,10164 +416,HospitalName,coosa valley medical center +416,Address1,315 w hickory st +416,Address2, +416,Address3, +416,City,sylacauga +416,State,al +416,ZipCode,35150 +416,CountyName,talladega +416,PhoneNumber,2562495000 +416,HospitalType,acute care hospitals +416,HospitalOwner,voluntary non-profit - other +416,EmergencyService,no +416,Condition,heart attack +416,MeasureCode,ami-3 +416,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +416,Score,100 +416,Sample,1 +416,Stateavg,al_ami-3 +417,ProviderNumber,10164 +417,HospitalName,coosa valley medical center +417,Address1,315 w hickory st +417,Address2, +417,Address3, +417,City,sylacauga +417,State,al +417,ZipCode,35150 +417,CountyName,talladega +417,PhoneNumber,2562495000 +417,HospitalType,acute care hospitals +417,HospitalOwner,voluntary non-profit - other +417,EmergencyService,no +417,Condition,heart attack +417,MeasureCode,ami-4 +417,MeasureName,heart attack patients given smoking cessation advice/counseling +417,Score, +417,Sample,0 +417,Stateavg,al_ami-4 +418,ProviderNumber,10164 +418,HospitalName,coosa valley medical center +418,Address1,315 w hickory st +418,Address2, +418,Address3, +418,City,sylacauga +418,State,al +418,ZipCode,35150 +418,CountyName,talladega +418,PhoneNumber,2562495000 +418,HospitalType,acute care hospitals +418,HospitalOwner,voluntary non-profit - other +418,EmergencyService,no +418,Condition,heart attack +418,MeasureCode,ami-5 +418,MeasureName,heart attack patients given beta blocker at discharge +418,Score,100 +418,Sample,4 +418,Stateavg,al_ami-5 +419,ProviderNumber,10164 +419,HospitalName,coosa valley medical center +419,Address1,315 w hickory st +419,Address2, +419,Address3, +419,City,sylacauga +419,State,al +419,ZipCode,35150 +419,CountyName,talladega +419,PhoneNumber,2562495000 +419,HospitalType,acute care hospitals +419,HospitalOwner,voluntary non-profit - other +419,EmergencyService,no +419,Condition,heart attack +419,MeasureCode,ami-7a +419,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +419,Score, +419,Sample,0 +419,Stateavg,al_ami-7a +420,ProviderNumber,10164 +420,HospitalName,coosa valley medical center +420,Address1,315 w hickory st +420,Address2, +420,Address3, +420,City,sylacauga +420,State,al +420,ZipCode,35150 +420,CountyName,talladega +420,PhoneNumber,2562495000 +420,HospitalType,acute care hospitals +420,HospitalOwner,voluntary non-profit - other +420,EmergencyService,no +420,Condition,heart attack +420,MeasureCode,ami-8a +420,MeasureName,heart attack patients given pci within 90 minutes of arrival +420,Score, +420,Sample,0 +420,Stateavg,al_ami-8a +421,ProviderNumber,10164 +421,HospitalName,coosa valley medical center +421,Address1,315 w hickory st +421,Address2, +421,Address3, +421,City,sylacauga +421,State,al +421,ZipCode,35150 +421,CountyName,talladega +421,PhoneNumber,2562495000 +421,HospitalType,acute care hospitals +421,HospitalOwner,voluntary non-profit - other +421,EmergencyService,no +421,Condition,heart failure +421,MeasureCode,hf-1 +421,MeasureName,heart failure patients given discharge instructions +421,Score,77 +421,Sample,78 +421,Stateavg,al_hf-1 +422,ProviderNumber,10164 +422,HospitalName,coosa valley medical center +422,Address1,315 w hickory st +422,Address2, +422,Address3, +422,City,sylacauga +422,State,al +422,ZipCode,35150 +422,CountyName,talladega +422,PhoneNumber,2562495000 +422,HospitalType,acute care hospitals +422,HospitalOwner,voluntary non-profit - other +422,EmergencyService,no +422,Condition,heart failure +422,MeasureCode,hf-2 +422,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +422,Score,99 +422,Sample,105 +422,Stateavg,al_hf-2 +423,ProviderNumber,10164 +423,HospitalName,coosa valley medical center +423,Address1,315 w hickory st 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initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +426,Score,97 +426,Sample,95 +426,Stateavg,al_pn-3b +427,ProviderNumber,10164 +427,HospitalName,coosa valley medical center +427,Address1,315 w hickory st +427,Address2, +427,Address3, +427,City,sylacauga +427,State,al +427,ZipCode,35150 +427,CountyName,talladega +427,PhoneNumber,2562495000 +427,HospitalType,acute care hospitals +427,HospitalOwner,voluntary non-profit - other +427,EmergencyService,no +427,Condition,pneumonia +427,MeasureCode,pn-4 +427,MeasureName,pneumonia patients given smoking cessation advice/counseling +427,Score,100 +427,Sample,47 +427,Stateavg,al_pn-4 +428,ProviderNumber,10164 +428,HospitalName,coosa valley medical center +428,Address1,315 w hickory st +428,Address2, +428,Address3, +428,City,sylacauga +428,State,al +428,ZipCode,35150 +428,CountyName,talladega +428,PhoneNumber,2562495000 +428,HospitalType,acute care hospitals 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+430,CountyName,talladega +430,PhoneNumber,2562495000 +430,HospitalType,acute care hospitals +430,HospitalOwner,voluntary non-profit - other +430,EmergencyService,no +430,Condition,pneumonia +430,MeasureCode,pn-7 +430,MeasureName,pneumonia patients assessed and given influenza vaccination +430,Score,88 +430,Sample,51 +430,Stateavg,al_pn-7 +431,ProviderNumber,10164 +431,HospitalName,coosa valley medical center +431,Address1,315 w hickory st +431,Address2, +431,Address3, +431,City,sylacauga +431,State,al +431,ZipCode,35150 +431,CountyName,talladega +431,PhoneNumber,2562495000 +431,HospitalType,acute care hospitals +431,HospitalOwner,voluntary non-profit - other +431,EmergencyService,no +431,Condition,surgical infection prevention +431,MeasureCode,scip-card-2 +431,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +431,Score,82 +431,Sample,22 +431,Stateavg,al_scip-card-2 +432,ProviderNumber,20017 +432,HospitalName,alaska regional hospital +432,Address1,2801 debarr road +432,Address2, +432,Address3, +432,City,anchorage +432,State,ak +432,ZipCode,99508 +432,CountyName,anchorage +432,PhoneNumber,9072761131 +432,HospitalType,acute care hospitals +432,HospitalOwner,proprietary +432,EmergencyService,yes +432,Condition,heart failure +432,MeasureCode,hf-1 +432,MeasureName,heart failure patients given discharge instructions +432,Score,91 +432,Sample,57 +432,Stateavg,ak_hf-1 +433,ProviderNumber,20017 +433,HospitalName,alaska regional hospital +433,Address1,2801 debarr road +433,Address2, +433,Address3, +433,City,anchorage +433,State,ak +433,ZipCode,99508 +433,CountyName,anchorage +433,PhoneNumber,9072761131 +433,HospitalType,acute care hospitals +433,HospitalOwner,proprietary +433,EmergencyService,yes +433,Condition,heart failure +433,MeasureCode,hf-2 +433,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +433,Score,98 +433,Sample,61 +433,Stateavg,ak_hf-2 +434,ProviderNumber,20017 +434,HospitalName,alaska regional hospital +434,Address1,2801 debarr road +434,Address2, +434,Address3, +434,City,anchorage +434,State,ak +434,ZipCode,99508 +434,CountyName,anchorage +434,PhoneNumber,9072761131 +434,HospitalType,acute care hospitals +434,HospitalOwner,proprietary +434,EmergencyService,yes +434,Condition,heart failure +434,MeasureCode,hf-3 +434,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +434,Score,100 +434,Sample,33 +434,Stateavg,ak_hf-3 +435,ProviderNumber,20017 +435,HospitalName,alaska regional hospital +435,Address1,2801 debarr road +435,Address2, +435,Address3, +435,City,anchorage +435,State,ak +435,ZipCode,99508 +435,CountyName,anchorage +435,PhoneNumber,9072761131 +435,HospitalType,acute care hospitals +435,HospitalOwner,proprietary +435,EmergencyService,yes +435,Condition,heart failure +435,MeasureCode,hf-4 +435,MeasureName,heart failure patients given smoking cessation advice/counseling +435,Score,100 +435,Sample,13 +435,Stateavg,ak_hf-4 +436,ProviderNumber,20017 +436,HospitalName,alaska regional hospital +436,Address1,2801 debarr road +436,Address2, +436,Address3, +436,City,anchorage +436,State,ak +436,ZipCode,99508 +436,CountyName,anchorage +436,PhoneNumber,9072761131 +436,HospitalType,acute care hospitals +436,HospitalOwner,proprietary +436,EmergencyService,yes +436,Condition,pneumonia +436,MeasureCode,pn-2 +436,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +436,Score,97 +436,Sample,37 +436,Stateavg,ak_pn-2 +437,ProviderNumber,20017 +437,HospitalName,alaska regional hospital +437,Address1,2801 debarr road +437,Address2, +437,Address3, +437,City,anchorage +437,State,ak +437,ZipCode,99508 +437,CountyName,anchorage +437,PhoneNumber,9072761131 +437,HospitalType,acute care hospitals +437,HospitalOwner,proprietary +437,EmergencyService,yes +437,Condition,pneumonia +437,MeasureCode,pn-3b +437,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +437,Score,100 +437,Sample,47 +437,Stateavg,ak_pn-3b +438,ProviderNumber,20017 +438,HospitalName,alaska regional hospital +438,Address1,2801 debarr road +438,Address2, +438,Address3, +438,City,anchorage +438,State,ak +438,ZipCode,99508 +438,CountyName,anchorage +438,PhoneNumber,9072761131 +438,HospitalType,acute care hospitals +438,HospitalOwner,proprietary +438,EmergencyService,yes +438,Condition,pneumonia +438,MeasureCode,pn-4 +438,MeasureName,pneumonia patients given smoking cessation advice/counseling +438,Score,96 +438,Sample,26 +438,Stateavg,ak_pn-4 +439,ProviderNumber,20017 +439,HospitalName,alaska regional hospital +439,Address1,2801 debarr road +439,Address2, +439,Address3, +439,City,anchorage +439,State,ak +439,ZipCode,99508 +439,CountyName,anchorage +439,PhoneNumber,9072761131 +439,HospitalType,acute care hospitals +439,HospitalOwner,proprietary +439,EmergencyService,yes +439,Condition,pneumonia +439,MeasureCode,pn-5c +439,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +439,Score,97 +439,Sample,39 +439,Stateavg,ak_pn-5c +440,ProviderNumber,20017 +440,HospitalName,alaska regional hospital +440,Address1,2801 debarr road +440,Address2, +440,Address3, +440,City,anchorage +440,State,ak +440,ZipCode,99508 +440,CountyName,anchorage +440,PhoneNumber,9072761131 +440,HospitalType,acute care hospitals +440,HospitalOwner,proprietary +440,EmergencyService,yes +440,Condition,pneumonia +440,MeasureCode,pn-6 +440,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +440,Score,95 +440,Sample,22 +440,Stateavg,ak_pn-6 +441,ProviderNumber,20017 +441,HospitalName,alaska regional hospital +441,Address1,2801 debarr road +441,Address2, +441,Address3, +441,City,anchorage +441,State,ak +441,ZipCode,99508 +441,CountyName,anchorage +441,PhoneNumber,9072761131 +441,HospitalType,acute care hospitals +441,HospitalOwner,proprietary +441,EmergencyService,yes +441,Condition,pneumonia +441,MeasureCode,pn-7 +441,MeasureName,pneumonia patients assessed and given influenza vaccination +441,Score,90 +441,Sample,29 +441,Stateavg,ak_pn-7 +442,ProviderNumber,20017 +442,HospitalName,alaska regional hospital +442,Address1,2801 debarr road +442,Address2, +442,Address3, +442,City,anchorage +442,State,ak +442,ZipCode,99508 +442,CountyName,anchorage +442,PhoneNumber,9072761131 +442,HospitalType,acute care hospitals +442,HospitalOwner,proprietary +442,EmergencyService,yes +442,Condition,surgical infection prevention +442,MeasureCode,scip-card-2 +442,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +442,Score,87 +442,Sample,106 +442,Stateavg,ak_scip-card-2 +443,ProviderNumber,20017 +443,HospitalName,alaska regional hospital +443,Address1,2801 debarr road +443,Address2, +443,Address3, +443,City,anchorage +443,State,ak +443,ZipCode,99508 +443,CountyName,anchorage +443,PhoneNumber,9072761131 +443,HospitalType,acute care hospitals +443,HospitalOwner,proprietary +443,EmergencyService,yes +443,Condition,surgical infection prevention +443,MeasureCode,scip-inf-1 +443,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +443,Score,96 +443,Sample,513 +443,Stateavg,ak_scip-inf-1 +444,ProviderNumber,20017 +444,HospitalName,alaska regional hospital +444,Address1,2801 debarr road +444,Address2, +444,Address3, +444,City,anchorage +444,State,ak +444,ZipCode,99508 +444,CountyName,anchorage +444,PhoneNumber,9072761131 +444,HospitalType,acute care hospitals +444,HospitalOwner,proprietary +444,EmergencyService,yes +444,Condition,surgical infection prevention +444,MeasureCode,scip-inf-2 +444,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +444,Score,98 +444,Sample,521 +444,Stateavg,ak_scip-inf-2 +445,ProviderNumber,20017 +445,HospitalName,alaska regional hospital +445,Address1,2801 debarr road +445,Address2, +445,Address3, +445,City,anchorage +445,State,ak +445,ZipCode,99508 +445,CountyName,anchorage +445,PhoneNumber,9072761131 +445,HospitalType,acute care hospitals +445,HospitalOwner,proprietary +445,EmergencyService,yes +445,Condition,surgical infection prevention +445,MeasureCode,scip-inf-3 +445,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +445,Score,88 +445,Sample,499 +445,Stateavg,ak_scip-inf-3 +446,ProviderNumber,20017 +446,HospitalName,alaska regional hospital +446,Address1,2801 debarr road +446,Address2, +446,Address3, +446,City,anchorage +446,State,ak +446,ZipCode,99508 +446,CountyName,anchorage +446,PhoneNumber,9072761131 +446,HospitalType,acute care hospitals +446,HospitalOwner,proprietary +446,EmergencyService,yes +446,Condition,surgical infection prevention +446,MeasureCode,scip-inf-4 +446,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +446,Score,94 +446,Sample,146 +446,Stateavg,ak_scip-inf-4 +447,ProviderNumber,20017 +447,HospitalName,alaska regional hospital +447,Address1,2801 debarr road +447,Address2, +447,Address3, +447,City,anchorage +447,State,ak +447,ZipCode,99508 +447,CountyName,anchorage +447,PhoneNumber,9072761131 +447,HospitalType,acute care hospitals +447,HospitalOwner,proprietary +447,EmergencyService,yes +447,Condition,surgical infection prevention +447,MeasureCode,scip-inf-6 +447,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +447,Score,100 +447,Sample,690 +447,Stateavg,ak_scip-inf-6 +448,ProviderNumber,20017 +448,HospitalName,alaska regional hospital +448,Address1,2801 debarr road +448,Address2, +448,Address3, +448,City,anchorage +448,State,ak +448,ZipCode,99508 +448,CountyName,anchorage +448,PhoneNumber,9072761131 +448,HospitalType,acute care hospitals +448,HospitalOwner,proprietary +448,EmergencyService,yes +448,Condition,surgical infection prevention +448,MeasureCode,scip-vte-1 +448,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +448,Score,94 +448,Sample,226 +448,Stateavg,ak_scip-vte-1 +449,ProviderNumber,20017 +449,HospitalName,alaska regional hospital +449,Address1,2801 debarr road +449,Address2, +449,Address3, +449,City,anchorage +449,State,ak +449,ZipCode,99508 +449,CountyName,anchorage +449,PhoneNumber,9072761131 +449,HospitalType,acute care hospitals +449,HospitalOwner,proprietary +449,EmergencyService,yes +449,Condition,surgical infection prevention +449,MeasureCode,scip-vte-2 +449,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +449,Score,94 +449,Sample,223 +449,Stateavg,ak_scip-vte-2 +450,ProviderNumber,20018 +450,HospitalName,yukon kuskokwim delta reg hospital +450,Address1,po box 287 +450,Address2, +450,Address3, +450,City,bethel +450,State,ak +450,ZipCode,99559 +450,CountyName,bethel +450,PhoneNumber,9075436300 +450,HospitalType,acute care hospitals +450,HospitalOwner,government - federal +450,EmergencyService,no +450,Condition,heart attack +450,MeasureCode,ami-1 +450,MeasureName,heart attack patients given aspirin at arrival +450,Score, +450,Sample, +450,Stateavg,ak_ami-1 +451,ProviderNumber,20018 +451,HospitalName,yukon kuskokwim delta reg hospital +451,Address1,po box 287 +451,Address2, +451,Address3, +451,City,bethel +451,State,ak +451,ZipCode,99559 +451,CountyName,bethel +451,PhoneNumber,9075436300 +451,HospitalType,acute care hospitals +451,HospitalOwner,government - federal +451,EmergencyService,no +451,Condition,heart attack +451,MeasureCode,ami-2 +451,MeasureName,heart attack patients given aspirin at discharge +451,Score, +451,Sample, +451,Stateavg,ak_ami-2 +452,ProviderNumber,10019 +452,HospitalName,helen keller memorial hospital +452,Address1,1300 south montgomery avenue +452,Address2, +452,Address3, +452,City,sheffield +452,State,al +452,ZipCode,35660 +452,CountyName,jefferson +452,PhoneNumber,2563864556 +452,HospitalType,acute care hospitals +452,HospitalOwner,government - hospital district or authority +452,EmergencyService,yes +452,Condition,pneumonia +452,MeasureCode,pn-2 +452,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +452,Score,89 +452,Sample,150 +452,Stateavg,al_pn-2 +453,ProviderNumber,10019 +453,HospitalName,helen keller memorial hospital +453,Address1,1300 south montgomery avenue +453,Address2, +453,Address3, +453,City,sheffield +453,State,al +453,ZipCode,35660 +453,CountyName,jefferson +453,PhoneNumber,2563864556 +453,HospitalType,acute care hospitals +453,HospitalOwner,government - hospital district or authority +453,EmergencyService,yes +453,Condition,pneumonia +453,MeasureCode,pn-3b +453,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +453,Score,99 +453,Sample,149 +453,Stateavg,al_pn-3b +454,ProviderNumber,10019 +454,HospitalName,helen keller memorial hospital +454,Address1,1300 south montgomery avenue +454,Address2, +454,Address3, +454,City,sheffield +454,State,al +454,ZipCode,35660 +454,CountyName,jefferson +454,PhoneNumber,2563864556 +454,HospitalType,acute care hospitals +454,HospitalOwner,government - hospital district or authority +454,EmergencyService,yes +454,Condition,pneumonia +454,MeasureCode,pn-4 +454,MeasureName,pneumonia patients given smoking cessation advice/counseling +454,Score,97 +454,Sample,79 +454,Stateavg,al_pn-4 +455,ProviderNumber,10019 +455,HospitalName,helen keller memorial hospital +455,Address1,1300 south montgomery avenue +455,Address2, +455,Address3, +455,City,sheffield +455,State,al +455,ZipCode,35660 +455,CountyName,jefferson +455,PhoneNumber,2563864556 +455,HospitalType,acute care hospitals +455,HospitalOwner,government - hospital district or authority +455,EmergencyService,yes +455,Condition,pneumonia +455,MeasureCode,pn-5c +455,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +455,Score,98 +455,Sample,192 +455,Stateavg,al_pn-5c +456,ProviderNumber,10019 +456,HospitalName,helen keller memorial hospital +456,Address1,1300 south montgomery avenue +456,Address2, +456,Address3, +456,City,sheffield +456,State,al +456,ZipCode,35660 +456,CountyName,jefferson +456,PhoneNumber,2563864556 +456,HospitalType,acute care hospitals +456,HospitalOwner,government - hospital district or authority +456,EmergencyService,yes +456,Condition,pneumonia +456,MeasureCode,pn-6 +456,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +456,Score,86 +456,Sample,139 +456,Stateavg,al_pn-6 +457,ProviderNumber,10019 +457,HospitalName,helen keller memorial hospital +457,Address1,1300 south montgomery avenue +457,Address2, +457,Address3, +457,City,sheffield +457,State,al +457,ZipCode,35660 +457,CountyName,jefferson +457,PhoneNumber,2563864556 +457,HospitalType,acute care hospitals +457,HospitalOwner,government - hospital district or authority +457,EmergencyService,yes +457,Condition,pneumonia +457,MeasureCode,pn-7 +457,MeasureName,pneumonia patients assessed and given influenza vaccination +457,Score,82 +457,Sample,119 +457,Stateavg,al_pn-7 +458,ProviderNumber,10019 +458,HospitalName,helen keller memorial hospital +458,Address1,1300 south montgomery avenue +458,Address2, +458,Address3, +458,City,sheffield +458,State,al +458,ZipCode,35660 +458,CountyName,jefferson +458,PhoneNumber,2563864556 +458,HospitalType,acute care hospitals +458,HospitalOwner,government - hospital district or authority +458,EmergencyService,yes +458,Condition,surgical infection prevention +458,MeasureCode,scip-card-2 +458,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +458,Score,81 +458,Sample,54 +458,Stateavg,al_scip-card-2 +459,ProviderNumber,10019 +459,HospitalName,helen keller memorial hospital +459,Address1,1300 south montgomery avenue +459,Address2, +459,Address3, +459,City,sheffield +459,State,al +459,ZipCode,35660 +459,CountyName,jefferson +459,PhoneNumber,2563864556 +459,HospitalType,acute care hospitals +459,HospitalOwner,government - hospital district or authority +459,EmergencyService,yes +459,Condition,surgical infection prevention +459,MeasureCode,scip-inf-1 +459,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +459,Score,92 +459,Sample,253 +459,Stateavg,al_scip-inf-1 +460,ProviderNumber,10019 +460,HospitalName,helen keller memorial hospital +460,Address1,1300 south montgomery avenue +460,Address2, +460,Address3, +460,City,sheffield +460,State,al +460,ZipCode,35660 +460,CountyName,jefferson +460,PhoneNumber,2563864556 +460,HospitalType,acute care hospitals +460,HospitalOwner,government - hospital district or authority +460,EmergencyService,yes +460,Condition,surgical infection prevention +460,MeasureCode,scip-inf-2 +460,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +460,Score,91 +460,Sample,255 +460,Stateavg,al_scip-inf-2 +461,ProviderNumber,10019 +461,HospitalName,helen keller memorial hospital +461,Address1,1300 south montgomery avenue +461,Address2, +461,Address3, +461,City,sheffield +461,State,al +461,ZipCode,35660 +461,CountyName,jefferson +461,PhoneNumber,2563864556 +461,HospitalType,acute care hospitals +461,HospitalOwner,government - hospital district or authority +461,EmergencyService,yes +461,Condition,surgical infection prevention +461,MeasureCode,scip-inf-3 +461,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +461,Score,84 +461,Sample,245 +461,Stateavg,al_scip-inf-3 +462,ProviderNumber,10019 +462,HospitalName,helen keller memorial hospital +462,Address1,1300 south montgomery avenue +462,Address2, +462,Address3, +462,City,sheffield +462,State,al +462,ZipCode,35660 +462,CountyName,jefferson +462,PhoneNumber,2563864556 +462,HospitalType,acute care hospitals +462,HospitalOwner,government - hospital district or authority +462,EmergencyService,yes +462,Condition,surgical infection prevention +462,MeasureCode,scip-inf-4 +462,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +462,Score, +462,Sample,0 +462,Stateavg,al_scip-inf-4 +463,ProviderNumber,10019 +463,HospitalName,helen keller memorial hospital +463,Address1,1300 south montgomery avenue +463,Address2, +463,Address3, +463,City,sheffield +463,State,al +463,ZipCode,35660 +463,CountyName,jefferson +463,PhoneNumber,2563864556 +463,HospitalType,acute care hospitals +463,HospitalOwner,government - hospital district or authority +463,EmergencyService,yes +463,Condition,surgical infection prevention +463,MeasureCode,scip-inf-6 +463,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +463,Score,97 +463,Sample,369 +463,Stateavg,al_scip-inf-6 +464,ProviderNumber,10019 +464,HospitalName,helen keller memorial hospital +464,Address1,1300 south montgomery avenue +464,Address2, +464,Address3, +464,City,sheffield +464,State,al +464,ZipCode,35660 +464,CountyName,jefferson +464,PhoneNumber,2563864556 +464,HospitalType,acute care hospitals +464,HospitalOwner,government - hospital district or authority +464,EmergencyService,yes +464,Condition,surgical infection prevention +464,MeasureCode,scip-vte-1 +464,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +464,Score,85 +464,Sample,144 +464,Stateavg,al_scip-vte-1 +465,ProviderNumber,10019 +465,HospitalName,helen keller memorial hospital +465,Address1,1300 south montgomery avenue +465,Address2, +465,Address3, +465,City,sheffield +465,State,al +465,ZipCode,35660 +465,CountyName,jefferson +465,PhoneNumber,2563864556 +465,HospitalType,acute care hospitals +465,HospitalOwner,government - hospital district or authority +465,EmergencyService,yes +465,Condition,surgical infection prevention +465,MeasureCode,scip-vte-2 +465,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +465,Score,79 +465,Sample,142 +465,Stateavg,al_scip-vte-2 +466,ProviderNumber,10021 +466,HospitalName,dale medical center +466,Address1,126 hospital ave +466,Address2, +466,Address3, +466,City,ozark +466,State,al +466,ZipCode,36360 +466,CountyName,dale +466,PhoneNumber,3347742601 +466,HospitalType,acute care hospitals +466,HospitalOwner,government - hospital district or authority +466,EmergencyService,yes +466,Condition,heart attack +466,MeasureCode,ami-1 +466,MeasureName,heart attack patients given aspirin at arrival +466,Score,100 +466,Sample,11 +466,Stateavg,al_ami-1 +467,ProviderNumber,10021 +467,HospitalName,dale medical center +467,Address1,126 hospital ave +467,Address2, +467,Address3, +467,City,ozark +467,State,al +467,ZipCode,36360 +467,CountyName,dale +467,PhoneNumber,3347742601 +467,HospitalType,acute care hospitals +467,HospitalOwner,government - hospital district or authority +467,EmergencyService,yes 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their surgery +483,Score,100 +483,Sample,12 +483,Stateavg,al_scip-card-2 +484,ProviderNumber,10021 +484,HospitalName,dale medical center +484,Address1,126 hospital ave +484,Address2, +484,Address3, +484,City,ozark +484,State,al +484,ZipCode,36360 +484,CountyName,dale +484,PhoneNumber,3347742601 +484,HospitalType,acute care hospitals +484,HospitalOwner,government - hospital district or authority +484,EmergencyService,yes +484,Condition,surgical infection prevention +484,MeasureCode,scip-inf-1 +484,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +484,Score,94 +484,Sample,52 +484,Stateavg,al_scip-inf-1 +485,ProviderNumber,10021 +485,HospitalName,dale medical center +485,Address1,126 hospital ave +485,Address2, +485,Address3, +485,City,ozark +485,State,al +485,ZipCode,36360 +485,CountyName,dale +485,PhoneNumber,3347742601 +485,HospitalType,acute care hospitals +485,HospitalOwner,government - hospital district or authority +485,EmergencyService,yes +485,Condition,surgical infection prevention +485,MeasureCode,scip-inf-2 +485,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +485,Score,96 +485,Sample,52 +485,Stateavg,al_scip-inf-2 +486,ProviderNumber,10021 +486,HospitalName,dale medical center +486,Address1,126 hospital ave +486,Address2, +486,Address3, +486,City,ozark +486,State,al +486,ZipCode,36360 +486,CountyName,dale +486,PhoneNumber,3347742601 +486,HospitalType,acute care hospitals +486,HospitalOwner,government - hospital district or authority +486,EmergencyService,yes +486,Condition,surgical infection prevention +486,MeasureCode,scip-inf-3 +486,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +486,Score,85 +486,Sample,48 +486,Stateavg,al_scip-inf-3 +487,ProviderNumber,10021 +487,HospitalName,dale medical center +487,Address1,126 hospital ave +487,Address2, 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surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +488,Score,100 +488,Sample,94 +488,Stateavg,al_scip-inf-6 +489,ProviderNumber,10021 +489,HospitalName,dale medical center +489,Address1,126 hospital ave +489,Address2, +489,Address3, +489,City,ozark +489,State,al +489,ZipCode,36360 +489,CountyName,dale +489,PhoneNumber,3347742601 +489,HospitalType,acute care hospitals +489,HospitalOwner,government - hospital district or authority +489,EmergencyService,yes +489,Condition,surgical infection prevention +489,MeasureCode,scip-vte-1 +489,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +489,Score,88 +489,Sample,50 +489,Stateavg,al_scip-vte-1 +490,ProviderNumber,10021 +490,HospitalName,dale medical center +490,Address1,126 hospital ave +490,Address2, +490,Address3, +490,City,ozark +490,State,al +490,ZipCode,36360 +490,CountyName,dale 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northwood dr +503,Address2, +503,Address3, +503,City,centre +503,State,al +503,ZipCode,35960 +503,CountyName,cherokee +503,PhoneNumber,2569275531 +503,HospitalType,acute care hospitals +503,HospitalOwner,voluntary non-profit - private +503,EmergencyService,yes +503,Condition,pneumonia +503,MeasureCode,pn-3b +503,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +503,Score,97 +503,Sample,33 +503,Stateavg,al_pn-3b +504,ProviderNumber,10022 +504,HospitalName,cherokee medical center +504,Address1,400 northwood dr +504,Address2, +504,Address3, +504,City,centre +504,State,al +504,ZipCode,35960 +504,CountyName,cherokee +504,PhoneNumber,2569275531 +504,HospitalType,acute care hospitals +504,HospitalOwner,voluntary non-profit - private +504,EmergencyService,yes +504,Condition,pneumonia +504,MeasureCode,pn-4 +504,MeasureName,pneumonia patients given smoking cessation advice/counseling 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patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +511,Score,0 +511,Sample,1 +511,Stateavg,al_scip-inf-3 +512,ProviderNumber,10022 +512,HospitalName,cherokee medical center +512,Address1,400 northwood dr +512,Address2, +512,Address3, +512,City,centre +512,State,al +512,ZipCode,35960 +512,CountyName,cherokee +512,PhoneNumber,2569275531 +512,HospitalType,acute care hospitals +512,HospitalOwner,voluntary non-profit - private +512,EmergencyService,yes +512,Condition,surgical infection prevention +512,MeasureCode,scip-inf-4 +512,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +512,Score, +512,Sample,0 +512,Stateavg,al_scip-inf-4 +513,ProviderNumber,10022 +513,HospitalName,cherokee medical center +513,Address1,400 northwood dr +513,Address2, +513,Address3, +513,City,centre +513,State,al +513,ZipCode,35960 +513,CountyName,cherokee +513,PhoneNumber,2569275531 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center south +520,Address1,2105 east south boulevard +520,Address2, +520,Address3, +520,City,montgomery +520,State,al +520,ZipCode,36116 +520,CountyName,montgomery +520,PhoneNumber,3342882100 +520,HospitalType,acute care hospitals +520,HospitalOwner,voluntary non-profit - church +520,EmergencyService,yes +520,Condition,heart attack +520,MeasureCode,ami-5 +520,MeasureName,heart attack patients given beta blocker at discharge +520,Score,100 +520,Sample,254 +520,Stateavg,al_ami-5 +521,ProviderNumber,10023 +521,HospitalName,baptist medical center south +521,Address1,2105 east south boulevard +521,Address2, +521,Address3, +521,City,montgomery +521,State,al +521,ZipCode,36116 +521,CountyName,montgomery +521,PhoneNumber,3342882100 +521,HospitalType,acute care hospitals +521,HospitalOwner,voluntary non-profit - church +521,EmergencyService,yes +521,Condition,heart attack +521,MeasureCode,ami-7a +521,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival 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+523,MeasureCode,hf-1 +523,MeasureName,heart failure patients given discharge instructions +523,Score,100 +523,Sample,257 +523,Stateavg,al_hf-1 +524,ProviderNumber,10023 +524,HospitalName,baptist medical center south +524,Address1,2105 east south boulevard +524,Address2, +524,Address3, +524,City,montgomery +524,State,al +524,ZipCode,36116 +524,CountyName,montgomery +524,PhoneNumber,3342882100 +524,HospitalType,acute care hospitals +524,HospitalOwner,voluntary non-profit - church +524,EmergencyService,yes +524,Condition,heart failure +524,MeasureCode,hf-2 +524,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +524,Score,100 +524,Sample,292 +524,Stateavg,al_hf-2 +525,ProviderNumber,10023 +525,HospitalName,baptist medical center south +525,Address1,2105 east south boulevard +525,Address2, +525,Address3, +525,City,montgomery +525,State,al +525,ZipCode,36116 +525,CountyName,montgomery +525,PhoneNumber,3342882100 +525,HospitalType,acute care hospitals +525,HospitalOwner,voluntary non-profit - church +525,EmergencyService,yes +525,Condition,heart failure +525,MeasureCode,hf-3 +525,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +525,Score,100 +525,Sample,98 +525,Stateavg,al_hf-3 +526,ProviderNumber,10023 +526,HospitalName,baptist medical center south +526,Address1,2105 east south boulevard +526,Address2, +526,Address3, +526,City,montgomery +526,State,al +526,ZipCode,36116 +526,CountyName,montgomery +526,PhoneNumber,3342882100 +526,HospitalType,acute care hospitals +526,HospitalOwner,voluntary non-profit - church +526,EmergencyService,yes +526,Condition,heart failure +526,MeasureCode,hf-4 +526,MeasureName,heart failure patients given smoking cessation advice/counseling +526,Score,100 +526,Sample,77 +526,Stateavg,al_hf-4 +527,ProviderNumber,10023 +527,HospitalName,baptist medical center south +527,Address1,2105 east south boulevard +527,Address2, +527,Address3, +527,City,montgomery +527,State,al +527,ZipCode,36116 +527,CountyName,montgomery +527,PhoneNumber,3342882100 +527,HospitalType,acute care hospitals +527,HospitalOwner,voluntary non-profit - church +527,EmergencyService,yes +527,Condition,pneumonia +527,MeasureCode,pn-2 +527,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +527,Score,94 +527,Sample,99 +527,Stateavg,al_pn-2 +528,ProviderNumber,10023 +528,HospitalName,baptist medical center south +528,Address1,2105 east south boulevard +528,Address2, +528,Address3, +528,City,montgomery +528,State,al +528,ZipCode,36116 +528,CountyName,montgomery +528,PhoneNumber,3342882100 +528,HospitalType,acute care hospitals +528,HospitalOwner,voluntary non-profit - church +528,EmergencyService,yes +528,Condition,pneumonia +528,MeasureCode,pn-3b +528,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +528,Score,96 +528,Sample,103 +528,Stateavg,al_pn-3b +529,ProviderNumber,10023 +529,HospitalName,baptist medical center south +529,Address1,2105 east south boulevard +529,Address2, +529,Address3, +529,City,montgomery +529,State,al +529,ZipCode,36116 +529,CountyName,montgomery +529,PhoneNumber,3342882100 +529,HospitalType,acute care hospitals +529,HospitalOwner,voluntary non-profit - church +529,EmergencyService,yes +529,Condition,pneumonia +529,MeasureCode,pn-4 +529,MeasureName,pneumonia patients given smoking cessation advice/counseling +529,Score,94 +529,Sample,80 +529,Stateavg,al_pn-4 +530,ProviderNumber,10023 +530,HospitalName,baptist medical center south +530,Address1,2105 east south boulevard +530,Address2, +530,Address3, +530,City,montgomery +530,State,al +530,ZipCode,36116 +530,CountyName,montgomery +530,PhoneNumber,3342882100 +530,HospitalType,acute care hospitals +530,HospitalOwner,voluntary non-profit - church +530,EmergencyService,yes +530,Condition,pneumonia +530,MeasureCode,pn-5c +530,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +530,Score,95 +530,Sample,101 +530,Stateavg,al_pn-5c +531,ProviderNumber,10023 +531,HospitalName,baptist medical center south +531,Address1,2105 east south boulevard +531,Address2, +531,Address3, +531,City,montgomery +531,State,al +531,ZipCode,36116 +531,CountyName,montgomery +531,PhoneNumber,3342882100 +531,HospitalType,acute care hospitals +531,HospitalOwner,voluntary non-profit - church +531,EmergencyService,yes +531,Condition,pneumonia +531,MeasureCode,pn-6 +531,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +531,Score,90 +531,Sample,71 +531,Stateavg,al_pn-6 +532,ProviderNumber,10023 +532,HospitalName,baptist medical center south +532,Address1,2105 east south boulevard +532,Address2, +532,Address3, +532,City,montgomery +532,State,al +532,ZipCode,36116 +532,CountyName,montgomery +532,PhoneNumber,3342882100 +532,HospitalType,acute care hospitals +532,HospitalOwner,voluntary non-profit - church +532,EmergencyService,yes +532,Condition,pneumonia +532,MeasureCode,pn-7 +532,MeasureName,pneumonia patients assessed and given influenza vaccination +532,Score,92 +532,Sample,87 +532,Stateavg,al_pn-7 +533,ProviderNumber,10023 +533,HospitalName,baptist medical center south +533,Address1,2105 east south boulevard +533,Address2, +533,Address3, +533,City,montgomery +533,State,al +533,ZipCode,36116 +533,CountyName,montgomery +533,PhoneNumber,3342882100 +533,HospitalType,acute care hospitals +533,HospitalOwner,voluntary non-profit - church +533,EmergencyService,yes +533,Condition,surgical infection prevention +533,MeasureCode,scip-card-2 +533,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +533,Score,97 +533,Sample,89 +533,Stateavg,al_scip-card-2 +534,ProviderNumber,10023 +534,HospitalName,baptist medical center south +534,Address1,2105 east south boulevard +534,Address2, +534,Address3, +534,City,montgomery +534,State,al +534,ZipCode,36116 +534,CountyName,montgomery +534,PhoneNumber,3342882100 +534,HospitalType,acute care hospitals +534,HospitalOwner,voluntary non-profit - church +534,EmergencyService,yes +534,Condition,surgical infection prevention +534,MeasureCode,scip-inf-1 +534,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +534,Score,97 +534,Sample,412 +534,Stateavg,al_scip-inf-1 +535,ProviderNumber,10023 +535,HospitalName,baptist medical center south +535,Address1,2105 east south boulevard +535,Address2, +535,Address3, +535,City,montgomery +535,State,al +535,ZipCode,36116 +535,CountyName,montgomery +535,PhoneNumber,3342882100 +535,HospitalType,acute care hospitals +535,HospitalOwner,voluntary non-profit - church +535,EmergencyService,yes +535,Condition,surgical infection prevention +535,MeasureCode,scip-inf-2 +535,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +535,Score,97 +535,Sample,423 +535,Stateavg,al_scip-inf-2 +536,ProviderNumber,10023 +536,HospitalName,baptist medical center south +536,Address1,2105 east south boulevard +536,Address2, +536,Address3, +536,City,montgomery +536,State,al +536,ZipCode,36116 +536,CountyName,montgomery +536,PhoneNumber,3342882100 +536,HospitalType,acute care hospitals +536,HospitalOwner,voluntary non-profit - church +536,EmergencyService,yes +536,Condition,surgical infection prevention +536,MeasureCode,scip-inf-3 +536,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +536,Score,94 +536,Sample,392 +536,Stateavg,al_scip-inf-3 +537,ProviderNumber,10023 +537,HospitalName,baptist medical center south +537,Address1,2105 east south boulevard +537,Address2, +537,Address3, +537,City,montgomery 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surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +538,Score,100 +538,Sample,575 +538,Stateavg,al_scip-inf-6 +539,ProviderNumber,10023 +539,HospitalName,baptist medical center south +539,Address1,2105 east south boulevard +539,Address2, +539,Address3, +539,City,montgomery +539,State,al +539,ZipCode,36116 +539,CountyName,montgomery +539,PhoneNumber,3342882100 +539,HospitalType,acute care hospitals +539,HospitalOwner,voluntary non-profit - church +539,EmergencyService,yes +539,Condition,surgical infection prevention +539,MeasureCode,scip-vte-1 +539,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +539,Score,98 +539,Sample,179 +539,Stateavg,al_scip-vte-1 +540,ProviderNumber,10023 +540,HospitalName,baptist medical center south +540,Address1,2105 east south boulevard +540,Address2, +540,Address3, +540,City,montgomery +540,State,al +540,ZipCode,36116 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arb for left ventricular systolic dysfunction (lvsd) +543,Score,79 +543,Sample,24 +543,Stateavg,al_ami-3 +544,ProviderNumber,10024 +544,HospitalName,jackson hospital & clinic inc +544,Address1,1725 pine street +544,Address2, +544,Address3, +544,City,montgomery +544,State,al +544,ZipCode,36106 +544,CountyName,montgomery +544,PhoneNumber,3342938000 +544,HospitalType,acute care hospitals +544,HospitalOwner,voluntary non-profit - private +544,EmergencyService,yes +544,Condition,heart attack +544,MeasureCode,ami-4 +544,MeasureName,heart attack patients given smoking cessation advice/counseling +544,Score,97 +544,Sample,65 +544,Stateavg,al_ami-4 +545,ProviderNumber,10024 +545,HospitalName,jackson hospital & clinic inc +545,Address1,1725 pine street +545,Address2, +545,Address3, +545,City,montgomery +545,State,al +545,ZipCode,36106 +545,CountyName,montgomery +545,PhoneNumber,3342938000 +545,HospitalType,acute care hospitals +545,HospitalOwner,voluntary non-profit - private 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patients assessed and given pneumococcal vaccination +552,Score,85 +552,Sample,243 +552,Stateavg,al_pn-2 +553,ProviderNumber,10024 +553,HospitalName,jackson hospital & clinic inc +553,Address1,1725 pine street +553,Address2, +553,Address3, +553,City,montgomery +553,State,al +553,ZipCode,36106 +553,CountyName,montgomery +553,PhoneNumber,3342938000 +553,HospitalType,acute care hospitals +553,HospitalOwner,voluntary non-profit - private +553,EmergencyService,yes +553,Condition,pneumonia +553,MeasureCode,pn-3b +553,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +553,Score,95 +553,Sample,230 +553,Stateavg,al_pn-3b +554,ProviderNumber,10024 +554,HospitalName,jackson hospital & clinic inc +554,Address1,1725 pine street +554,Address2, +554,Address3, +554,City,montgomery +554,State,al +554,ZipCode,36106 +554,CountyName,montgomery +554,PhoneNumber,3342938000 +554,HospitalType,acute care hospitals +554,HospitalOwner,voluntary non-profit - private +554,EmergencyService,yes +554,Condition,pneumonia +554,MeasureCode,pn-4 +554,MeasureName,pneumonia patients given smoking cessation advice/counseling +554,Score,91 +554,Sample,74 +554,Stateavg,al_pn-4 +555,ProviderNumber,10024 +555,HospitalName,jackson hospital & clinic inc +555,Address1,1725 pine street +555,Address2, +555,Address3, +555,City,montgomery +555,State,al +555,ZipCode,36106 +555,CountyName,montgomery +555,PhoneNumber,3342938000 +555,HospitalType,acute care hospitals +555,HospitalOwner,voluntary non-profit - private +555,EmergencyService,yes +555,Condition,pneumonia +555,MeasureCode,pn-5c +555,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +555,Score,88 +555,Sample,233 +555,Stateavg,al_pn-5c +556,ProviderNumber,10024 +556,HospitalName,jackson hospital & clinic inc +556,Address1,1725 pine street +556,Address2, +556,Address3, +556,City,montgomery +556,State,al 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pine street +558,Address2, +558,Address3, +558,City,montgomery +558,State,al +558,ZipCode,36106 +558,CountyName,montgomery +558,PhoneNumber,3342938000 +558,HospitalType,acute care hospitals +558,HospitalOwner,voluntary non-profit - private +558,EmergencyService,yes +558,Condition,surgical infection prevention +558,MeasureCode,scip-card-2 +558,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +558,Score,67 +558,Sample,180 +558,Stateavg,al_scip-card-2 +559,ProviderNumber,10024 +559,HospitalName,jackson hospital & clinic inc +559,Address1,1725 pine street +559,Address2, +559,Address3, +559,City,montgomery +559,State,al +559,ZipCode,36106 +559,CountyName,montgomery +559,PhoneNumber,3342938000 +559,HospitalType,acute care hospitals +559,HospitalOwner,voluntary non-profit - private +559,EmergencyService,yes +559,Condition,surgical infection prevention +559,MeasureCode,scip-inf-1 +559,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +559,Score,78 +559,Sample,844 +559,Stateavg,al_scip-inf-1 +560,ProviderNumber,10024 +560,HospitalName,jackson hospital & clinic inc +560,Address1,1725 pine street +560,Address2, +560,Address3, +560,City,montgomery +560,State,al +560,ZipCode,36106 +560,CountyName,montgomery +560,PhoneNumber,3342938000 +560,HospitalType,acute care hospitals +560,HospitalOwner,voluntary non-profit - private +560,EmergencyService,yes +560,Condition,surgical infection prevention +560,MeasureCode,scip-inf-2 +560,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +560,Score,98 +560,Sample,827 +560,Stateavg,al_scip-inf-2 +561,ProviderNumber,10024 +561,HospitalName,jackson hospital & clinic inc +561,Address1,1725 pine street +561,Address2, +561,Address3, +561,City,montgomery +561,State,al +561,ZipCode,36106 +561,CountyName,montgomery +561,PhoneNumber,3342938000 +561,HospitalType,acute care hospitals +561,HospitalOwner,voluntary non-profit - private +561,EmergencyService,yes +561,Condition,surgical infection prevention +561,MeasureCode,scip-inf-3 +561,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +561,Score,83 +561,Sample,817 +561,Stateavg,al_scip-inf-3 +562,ProviderNumber,10024 +562,HospitalName,jackson hospital & clinic inc +562,Address1,1725 pine street +562,Address2, +562,Address3, +562,City,montgomery +562,State,al +562,ZipCode,36106 +562,CountyName,montgomery +562,PhoneNumber,3342938000 +562,HospitalType,acute care hospitals +562,HospitalOwner,voluntary non-profit - private +562,EmergencyService,yes +562,Condition,surgical infection prevention +562,MeasureCode,scip-inf-4 +562,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +562,Score,72 +562,Sample,270 +562,Stateavg,al_scip-inf-4 +563,ProviderNumber,10024 +563,HospitalName,jackson hospital & clinic inc +563,Address1,1725 pine street +563,Address2, +563,Address3, +563,City,montgomery +563,State,al +563,ZipCode,36106 +563,CountyName,montgomery +563,PhoneNumber,3342938000 +563,HospitalType,acute care hospitals +563,HospitalOwner,voluntary non-profit - private +563,EmergencyService,yes +563,Condition,surgical infection prevention +563,MeasureCode,scip-inf-6 +563,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +563,Score,97 +563,Sample,1062 +563,Stateavg,al_scip-inf-6 +564,ProviderNumber,10024 +564,HospitalName,jackson hospital & clinic inc +564,Address1,1725 pine street +564,Address2, +564,Address3, +564,City,montgomery +564,State,al +564,ZipCode,36106 +564,CountyName,montgomery +564,PhoneNumber,3342938000 +564,HospitalType,acute care hospitals +564,HospitalOwner,voluntary non-profit - private +564,EmergencyService,yes +564,Condition,surgical infection prevention +564,MeasureCode,scip-vte-1 +564,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +564,Score,92 +564,Sample,263 +564,Stateavg,al_scip-vte-1 +565,ProviderNumber,10024 +565,HospitalName,jackson hospital & clinic inc +565,Address1,1725 pine street +565,Address2, +565,Address3, +565,City,montgomery +565,State,al +565,ZipCode,36106 +565,CountyName,montgomery +565,PhoneNumber,3342938000 +565,HospitalType,acute care hospitals +565,HospitalOwner,voluntary non-profit - private +565,EmergencyService,yes +565,Condition,surgical infection prevention +565,MeasureCode,scip-vte-2 +565,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +565,Score,87 +565,Sample,259 +565,Stateavg,al_scip-vte-2 +566,ProviderNumber,10025 +566,HospitalName,g h lanier memorial hospital +566,Address1,4800 48th st +566,Address2, +566,Address3, +566,City,valley +566,State,al +566,ZipCode,36854 +566,CountyName,chambers +566,PhoneNumber,3347561400 +566,HospitalType,acute care hospitals +566,HospitalOwner,voluntary non-profit - other +566,EmergencyService,yes +566,Condition,heart attack +566,MeasureCode,ami-1 +566,MeasureName,heart attack patients given aspirin at arrival +566,Score,92 +566,Sample,24 +566,Stateavg,al_ami-1 +567,ProviderNumber,10025 +567,HospitalName,g h lanier memorial hospital +567,Address1,4800 48th st +567,Address2, +567,Address3, +567,City,valley +567,State,al +567,ZipCode,36854 +567,CountyName,chambers +567,PhoneNumber,3347561400 +567,HospitalType,acute care hospitals +567,HospitalOwner,voluntary non-profit - other +567,EmergencyService,yes +567,Condition,heart attack +567,MeasureCode,ami-2 +567,MeasureName,heart attack patients given aspirin at discharge +567,Score,90 +567,Sample,10 +567,Stateavg,al_ami-2 +568,ProviderNumber,10025 +568,HospitalName,g h lanier memorial hospital +568,Address1,4800 48th st +568,Address2, +568,Address3, +568,City,valley +568,State,al +568,ZipCode,36854 +568,CountyName,chambers +568,PhoneNumber,3347561400 +568,HospitalType,acute care hospitals +568,HospitalOwner,voluntary non-profit - other +568,EmergencyService,yes +568,Condition,heart attack +568,MeasureCode,ami-3 +568,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +568,Score,100 +568,Sample,1 +568,Stateavg,al_ami-3 +569,ProviderNumber,10025 +569,HospitalName,g h lanier memorial hospital +569,Address1,4800 48th st +569,Address2, +569,Address3, +569,City,valley +569,State,al +569,ZipCode,36854 +569,CountyName,chambers +569,PhoneNumber,3347561400 +569,HospitalType,acute care hospitals +569,HospitalOwner,voluntary non-profit - other +569,EmergencyService,yes +569,Condition,heart attack +569,MeasureCode,ami-4 +569,MeasureName,heart attack patients given smoking cessation advice/counseling +569,Score,50 +569,Sample,4 +569,Stateavg,al_ami-4 +570,ProviderNumber,10025 +570,HospitalName,g h lanier memorial hospital +570,Address1,4800 48th st +570,Address2, +570,Address3, +570,City,valley +570,State,al +570,ZipCode,36854 +570,CountyName,chambers +570,PhoneNumber,3347561400 +570,HospitalType,acute care hospitals +570,HospitalOwner,voluntary non-profit - other +570,EmergencyService,yes +570,Condition,heart attack +570,MeasureCode,ami-5 +570,MeasureName,heart attack patients given beta blocker at discharge +570,Score,92 +570,Sample,13 +570,Stateavg,al_ami-5 +571,ProviderNumber,10025 +571,HospitalName,g h lanier memorial hospital +571,Address1,4800 48th st +571,Address2, +571,Address3, +571,City,valley +571,State,al +571,ZipCode,36854 +571,CountyName,chambers +571,PhoneNumber,3347561400 +571,HospitalType,acute care hospitals +571,HospitalOwner,voluntary non-profit - other +571,EmergencyService,yes +571,Condition,heart attack +571,MeasureCode,ami-7a +571,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +571,Score,0 +571,Sample,2 +571,Stateavg,al_ami-7a +572,ProviderNumber,10025 +572,HospitalName,g h lanier memorial hospital +572,Address1,4800 48th st +572,Address2, +572,Address3, +572,City,valley +572,State,al +572,ZipCode,36854 +572,CountyName,chambers +572,PhoneNumber,3347561400 +572,HospitalType,acute care hospitals +572,HospitalOwner,voluntary non-profit - other +572,EmergencyService,yes +572,Condition,heart attack +572,MeasureCode,ami-8a +572,MeasureName,heart attack patients given pci within 90 minutes of arrival +572,Score, +572,Sample,0 +572,Stateavg,al_ami-8a +573,ProviderNumber,10025 +573,HospitalName,g h lanier memorial hospital +573,Address1,4800 48th st +573,Address2, +573,Address3, +573,City,valley +573,State,al +573,ZipCode,36854 +573,CountyName,chambers +573,PhoneNumber,3347561400 +573,HospitalType,acute care hospitals +573,HospitalOwner,voluntary non-profit - other +573,EmergencyService,yes +573,Condition,heart failure +573,MeasureCode,hf-1 +573,MeasureName,heart failure patients given discharge instructions +573,Score,54 +573,Sample,137 +573,Stateavg,al_hf-1 +574,ProviderNumber,10025 +574,HospitalName,g h lanier memorial hospital +574,Address1,4800 48th st +574,Address2, +574,Address3, +574,City,valley +574,State,al +574,ZipCode,36854 +574,CountyName,chambers +574,PhoneNumber,3347561400 +574,HospitalType,acute care hospitals +574,HospitalOwner,voluntary non-profit - other +574,EmergencyService,yes +574,Condition,heart failure +574,MeasureCode,hf-2 +574,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +574,Score,99 +574,Sample,164 +574,Stateavg,al_hf-2 +575,ProviderNumber,10025 +575,HospitalName,g h lanier memorial hospital +575,Address1,4800 48th st +575,Address2, +575,Address3, +575,City,valley +575,State,al 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hospital +577,Address1,4800 48th st +577,Address2, +577,Address3, +577,City,valley +577,State,al +577,ZipCode,36854 +577,CountyName,chambers +577,PhoneNumber,3347561400 +577,HospitalType,acute care hospitals +577,HospitalOwner,voluntary non-profit - other +577,EmergencyService,yes +577,Condition,pneumonia +577,MeasureCode,pn-2 +577,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +577,Score,80 +577,Sample,55 +577,Stateavg,al_pn-2 +578,ProviderNumber,10025 +578,HospitalName,g h lanier memorial hospital +578,Address1,4800 48th st +578,Address2, +578,Address3, +578,City,valley +578,State,al +578,ZipCode,36854 +578,CountyName,chambers +578,PhoneNumber,3347561400 +578,HospitalType,acute care hospitals +578,HospitalOwner,voluntary non-profit - other +578,EmergencyService,yes +578,Condition,pneumonia +578,MeasureCode,pn-3b +578,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +578,Score,95 +578,Sample,43 +578,Stateavg,al_pn-3b +579,ProviderNumber,10025 +579,HospitalName,g h lanier memorial hospital +579,Address1,4800 48th st +579,Address2, +579,Address3, +579,City,valley +579,State,al +579,ZipCode,36854 +579,CountyName,chambers +579,PhoneNumber,3347561400 +579,HospitalType,acute care hospitals +579,HospitalOwner,voluntary non-profit - other +579,EmergencyService,yes +579,Condition,pneumonia +579,MeasureCode,pn-4 +579,MeasureName,pneumonia patients given smoking cessation advice/counseling +579,Score,91 +579,Sample,34 +579,Stateavg,al_pn-4 +580,ProviderNumber,10025 +580,HospitalName,g h lanier memorial hospital +580,Address1,4800 48th st +580,Address2, +580,Address3, +580,City,valley +580,State,al +580,ZipCode,36854 +580,CountyName,chambers +580,PhoneNumber,3347561400 +580,HospitalType,acute care hospitals +580,HospitalOwner,voluntary non-profit - other +580,EmergencyService,yes +580,Condition,pneumonia +580,MeasureCode,pn-5c +580,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +580,Score,82 +580,Sample,50 +580,Stateavg,al_pn-5c +581,ProviderNumber,10025 +581,HospitalName,g h lanier memorial hospital +581,Address1,4800 48th st +581,Address2, +581,Address3, +581,City,valley +581,State,al +581,ZipCode,36854 +581,CountyName,chambers +581,PhoneNumber,3347561400 +581,HospitalType,acute care hospitals +581,HospitalOwner,voluntary non-profit - other +581,EmergencyService,yes +581,Condition,pneumonia +581,MeasureCode,pn-6 +581,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +581,Score,85 +581,Sample,52 +581,Stateavg,al_pn-6 +582,ProviderNumber,10025 +582,HospitalName,g h lanier memorial hospital +582,Address1,4800 48th st +582,Address2, +582,Address3, +582,City,valley +582,State,al +582,ZipCode,36854 +582,CountyName,chambers +582,PhoneNumber,3347561400 +582,HospitalType,acute care hospitals +582,HospitalOwner,voluntary non-profit - other 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+584,Address3, +584,City,valley +584,State,al +584,ZipCode,36854 +584,CountyName,chambers +584,PhoneNumber,3347561400 +584,HospitalType,acute care hospitals +584,HospitalOwner,voluntary non-profit - other +584,EmergencyService,yes +584,Condition,surgical infection prevention +584,MeasureCode,scip-inf-1 +584,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +584,Score,100 +584,Sample,117 +584,Stateavg,al_scip-inf-1 +585,ProviderNumber,10025 +585,HospitalName,g h lanier memorial hospital +585,Address1,4800 48th st +585,Address2, +585,Address3, +585,City,valley +585,State,al +585,ZipCode,36854 +585,CountyName,chambers +585,PhoneNumber,3347561400 +585,HospitalType,acute care hospitals +585,HospitalOwner,voluntary non-profit - other +585,EmergencyService,yes +585,Condition,surgical infection prevention +585,MeasureCode,scip-inf-2 +585,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +585,Score,93 +585,Sample,118 +585,Stateavg,al_scip-inf-2 +586,ProviderNumber,10025 +586,HospitalName,g h lanier memorial hospital +586,Address1,4800 48th st +586,Address2, +586,Address3, +586,City,valley +586,State,al +586,ZipCode,36854 +586,CountyName,chambers +586,PhoneNumber,3347561400 +586,HospitalType,acute care hospitals +586,HospitalOwner,voluntary non-profit - other +586,EmergencyService,yes +586,Condition,surgical infection prevention +586,MeasureCode,scip-inf-3 +586,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +586,Score,79 +586,Sample,116 +586,Stateavg,al_scip-inf-3 +587,ProviderNumber,10025 +587,HospitalName,g h lanier memorial hospital +587,Address1,4800 48th st +587,Address2, +587,Address3, +587,City,valley +587,State,al +587,ZipCode,36854 +587,CountyName,chambers +587,PhoneNumber,3347561400 +587,HospitalType,acute care hospitals +587,HospitalOwner,voluntary non-profit - 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+589,HospitalName,g h lanier memorial hospital +589,Address1,4800 48th st +589,Address2, +589,Address3, +589,City,valley +589,State,al +589,ZipCode,36854 +589,CountyName,chambers +589,PhoneNumber,3347561400 +589,HospitalType,acute care hospitals +589,HospitalOwner,voluntary non-profit - other +589,EmergencyService,yes +589,Condition,surgical infection prevention +589,MeasureCode,scip-vte-1 +589,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +589,Score,88 +589,Sample,85 +589,Stateavg,al_scip-vte-1 +590,ProviderNumber,10025 +590,HospitalName,g h lanier memorial hospital +590,Address1,4800 48th st +590,Address2, +590,Address3, +590,City,valley +590,State,al +590,ZipCode,36854 +590,CountyName,chambers +590,PhoneNumber,3347561400 +590,HospitalType,acute care hospitals +590,HospitalOwner,voluntary non-profit - other +590,EmergencyService,yes +590,Condition,surgical infection prevention +590,MeasureCode,scip-vte-2 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+598,Address2, +598,Address3, +598,City,elba +598,State,al +598,ZipCode,36323 +598,CountyName,coffee +598,PhoneNumber,3348972257 +598,HospitalType,acute care hospitals +598,HospitalOwner,voluntary non-profit - other +598,EmergencyService,yes +598,Condition,heart failure +598,MeasureCode,hf-1 +598,MeasureName,heart failure patients given discharge instructions +598,Score,100 +598,Sample,2 +598,Stateavg,al_hf-1 +599,ProviderNumber,10027 +599,HospitalName,elba general hospital +599,Address1,987 drayton street +599,Address2, +599,Address3, +599,City,elba +599,State,al +599,ZipCode,36323 +599,CountyName,coffee +599,PhoneNumber,3348972257 +599,HospitalType,acute care hospitals +599,HospitalOwner,voluntary non-profit - other +599,EmergencyService,yes +599,Condition,heart failure +599,MeasureCode,hf-2 +599,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +599,Score,100 +599,Sample,3 +599,Stateavg,al_hf-2 +600,ProviderNumber,10027 +600,HospitalName,elba general hospital +600,Address1,987 drayton street +600,Address2, +600,Address3, +600,City,elba +600,State,al +600,ZipCode,36323 +600,CountyName,coffee +600,PhoneNumber,3348972257 +600,HospitalType,acute care hospitals +600,HospitalOwner,voluntary non-profit - other +600,EmergencyService,yes +600,Condition,heart failure +600,MeasureCode,hf-3 +600,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +600,Score, +600,Sample,0 +600,Stateavg,al_hf-3 +601,ProviderNumber,10027 +601,HospitalName,elba general hospital +601,Address1,987 drayton street +601,Address2, +601,Address3, +601,City,elba +601,State,al +601,ZipCode,36323 +601,CountyName,coffee +601,PhoneNumber,3348972257 +601,HospitalType,acute care hospitals +601,HospitalOwner,voluntary non-profit - other +601,EmergencyService,yes +601,Condition,heart failure +601,MeasureCode,hf-4 +601,MeasureName,heart failure patients given smoking cessation advice/counseling +601,Score, +601,Sample,0 +601,Stateavg,al_hf-4 +602,ProviderNumber,10027 +602,HospitalName,elba general hospital +602,Address1,987 drayton street +602,Address2, +602,Address3, +602,City,elba +602,State,al +602,ZipCode,36323 +602,CountyName,coffee +602,PhoneNumber,3348972257 +602,HospitalType,acute care hospitals +602,HospitalOwner,voluntary non-profit - other +602,EmergencyService,yes +602,Condition,pneumonia +602,MeasureCode,pn-2 +602,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +602,Score,100 +602,Sample,31 +602,Stateavg,al_pn-2 +603,ProviderNumber,10027 +603,HospitalName,elba general hospital +603,Address1,987 drayton street +603,Address2, +603,Address3, +603,City,elba +603,State,al +603,ZipCode,36323 +603,CountyName,coffee +603,PhoneNumber,3348972257 +603,HospitalType,acute care hospitals +603,HospitalOwner,voluntary non-profit - other +603,EmergencyService,yes +603,Condition,pneumonia +603,MeasureCode,pn-3b +603,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +603,Score,100 +603,Sample,19 +603,Stateavg,al_pn-3b +604,ProviderNumber,10027 +604,HospitalName,elba general hospital +604,Address1,987 drayton street +604,Address2, +604,Address3, +604,City,elba +604,State,al +604,ZipCode,36323 +604,CountyName,coffee +604,PhoneNumber,3348972257 +604,HospitalType,acute care hospitals +604,HospitalOwner,voluntary non-profit - other +604,EmergencyService,yes +604,Condition,pneumonia +604,MeasureCode,pn-4 +604,MeasureName,pneumonia patients given smoking cessation advice/counseling +604,Score,100 +604,Sample,12 +604,Stateavg,al_pn-4 +605,ProviderNumber,10027 +605,HospitalName,elba general hospital +605,Address1,987 drayton street +605,Address2, +605,Address3, +605,City,elba +605,State,al +605,ZipCode,36323 +605,CountyName,coffee +605,PhoneNumber,3348972257 +605,HospitalType,acute care hospitals +605,HospitalOwner,voluntary non-profit - other +605,EmergencyService,yes +605,Condition,pneumonia +605,MeasureCode,pn-5c +605,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +605,Score,100 +605,Sample,40 +605,Stateavg,al_pn-5c +606,ProviderNumber,10027 +606,HospitalName,elba general hospital +606,Address1,987 drayton street +606,Address2, +606,Address3, +606,City,elba +606,State,al +606,ZipCode,36323 +606,CountyName,coffee +606,PhoneNumber,3348972257 +606,HospitalType,acute care hospitals +606,HospitalOwner,voluntary non-profit - other +606,EmergencyService,yes +606,Condition,pneumonia +606,MeasureCode,pn-6 +606,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +606,Score,93 +606,Sample,30 +606,Stateavg,al_pn-6 +607,ProviderNumber,10027 +607,HospitalName,elba general hospital +607,Address1,987 drayton street +607,Address2, +607,Address3, +607,City,elba +607,State,al +607,ZipCode,36323 +607,CountyName,coffee +607,PhoneNumber,3348972257 +607,HospitalType,acute care hospitals +607,HospitalOwner,voluntary non-profit - other +607,EmergencyService,yes +607,Condition,pneumonia +607,MeasureCode,pn-7 +607,MeasureName,pneumonia patients assessed and given influenza vaccination +607,Score,100 +607,Sample,23 +607,Stateavg,al_pn-7 +608,ProviderNumber,10027 +608,HospitalName,elba general hospital +608,Address1,987 drayton street +608,Address2, +608,Address3, +608,City,elba +608,State,al +608,ZipCode,36323 +608,CountyName,coffee +608,PhoneNumber,3348972257 +608,HospitalType,acute care hospitals +608,HospitalOwner,voluntary non-profit - other +608,EmergencyService,yes +608,Condition,surgical infection prevention +608,MeasureCode,scip-card-2 +608,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +608,Score, +608,Sample, +608,Stateavg,al_scip-card-2 +609,ProviderNumber,10027 +609,HospitalName,elba general hospital +609,Address1,987 drayton street +609,Address2, +609,Address3, +609,City,elba +609,State,al +609,ZipCode,36323 +609,CountyName,coffee +609,PhoneNumber,3348972257 +609,HospitalType,acute care hospitals +609,HospitalOwner,voluntary non-profit - other +609,EmergencyService,yes +609,Condition,surgical infection prevention +609,MeasureCode,scip-inf-1 +609,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +609,Score, +609,Sample, +609,Stateavg,al_scip-inf-1 +610,ProviderNumber,10027 +610,HospitalName,elba general hospital +610,Address1,987 drayton street +610,Address2, +610,Address3, +610,City,elba +610,State,al +610,ZipCode,36323 +610,CountyName,coffee +610,PhoneNumber,3348972257 +610,HospitalType,acute care hospitals +610,HospitalOwner,voluntary non-profit - other +610,EmergencyService,yes +610,Condition,surgical infection prevention +610,MeasureCode,scip-inf-2 +610,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +610,Score, +610,Sample, +610,Stateavg,al_scip-inf-2 +611,ProviderNumber,10027 +611,HospitalName,elba general hospital +611,Address1,987 drayton street +611,Address2, +611,Address3, +611,City,elba +611,State,al +611,ZipCode,36323 +611,CountyName,coffee +611,PhoneNumber,3348972257 +611,HospitalType,acute care hospitals +611,HospitalOwner,voluntary non-profit - other +611,EmergencyService,yes +611,Condition,surgical infection prevention +611,MeasureCode,scip-inf-3 +611,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +611,Score, +611,Sample, +611,Stateavg,al_scip-inf-3 +612,ProviderNumber,10027 +612,HospitalName,elba general hospital +612,Address1,987 drayton street +612,Address2, +612,Address3, +612,City,elba +612,State,al +612,ZipCode,36323 +612,CountyName,coffee +612,PhoneNumber,3348972257 +612,HospitalType,acute care hospitals +612,HospitalOwner,voluntary non-profit - other +612,EmergencyService,yes +612,Condition,surgical infection prevention +612,MeasureCode,scip-inf-4 +612,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +612,Score, +612,Sample, +612,Stateavg,al_scip-inf-4 +613,ProviderNumber,10027 +613,HospitalName,elba general hospital +613,Address1,987 drayton street +613,Address2, +613,Address3, +613,City,elba +613,State,al +613,ZipCode,36323 +613,CountyName,coffee +613,PhoneNumber,3348972257 +613,HospitalType,acute care hospitals +613,HospitalOwner,voluntary non-profit - other +613,EmergencyService,yes +613,Condition,surgical infection prevention +613,MeasureCode,scip-inf-6 +613,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +613,Score, +613,Sample, +613,Stateavg,al_scip-inf-6 +614,ProviderNumber,10027 +614,HospitalName,elba general hospital +614,Address1,987 drayton street +614,Address2, +614,Address3, +614,City,elba +614,State,al +614,ZipCode,36323 +614,CountyName,coffee +614,PhoneNumber,3348972257 +614,HospitalType,acute care hospitals +614,HospitalOwner,voluntary non-profit - other +614,EmergencyService,yes +614,Condition,surgical infection prevention +614,MeasureCode,scip-vte-1 +614,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +614,Score, +614,Sample, +614,Stateavg,al_scip-vte-1 +615,ProviderNumber,10027 +615,HospitalName,elba general hospital +615,Address1,987 drayton street +615,Address2, +615,Address3, +615,City,elba +615,State,al +615,ZipCode,36323 +615,CountyName,coffee +615,PhoneNumber,3348972257 +615,HospitalType,acute care hospitals +615,HospitalOwner,voluntary non-profit - other +615,EmergencyService,yes +615,Condition,surgical infection prevention +615,MeasureCode,scip-vte-2 +615,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +615,Score, +615,Sample, +615,Stateavg,al_scip-vte-2 +616,ProviderNumber,10029 +616,HospitalName,east alabama medical center and snf +616,Address1,2000 pepperell parkway +616,Address2, +616,Address3, +616,City,opelika +616,State,al +616,ZipCode,36801 +616,CountyName,lee +616,PhoneNumber,3347493411 +616,HospitalType,acute care hospitals +616,HospitalOwner,government - hospital district or authority +616,EmergencyService,yes +616,Condition,heart attack +616,MeasureCode,ami-1 +616,MeasureName,heart attack patients given aspirin at arrival +616,Score,98 +616,Sample,185 +616,Stateavg,al_ami-1 +617,ProviderNumber,10029 +617,HospitalName,east alabama medical center and snf +617,Address1,2000 pepperell parkway +617,Address2, +617,Address3, +617,City,opelika +617,State,al +617,ZipCode,36801 +617,CountyName,lee +617,PhoneNumber,3347493411 +617,HospitalType,acute care hospitals +617,HospitalOwner,government - hospital district or authority +617,EmergencyService,yes +617,Condition,heart attack +617,MeasureCode,ami-2 +617,MeasureName,heart attack patients given aspirin at discharge +617,Score,97 +617,Sample,290 +617,Stateavg,al_ami-2 +618,ProviderNumber,10029 +618,HospitalName,east alabama medical center and snf +618,Address1,2000 pepperell parkway +618,Address2, +618,Address3, +618,City,opelika +618,State,al +618,ZipCode,36801 +618,CountyName,lee +618,PhoneNumber,3347493411 +618,HospitalType,acute care hospitals +618,HospitalOwner,government - hospital district or authority +618,EmergencyService,yes +618,Condition,heart attack +618,MeasureCode,ami-3 +618,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +618,Score,93 +618,Sample,72 +618,Stateavg,al_ami-3 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+620,MeasureName,heart attack patients given beta blocker at discharge +620,Score,98 +620,Sample,281 +620,Stateavg,al_ami-5 +621,ProviderNumber,10029 +621,HospitalName,east alabama medical center and snf +621,Address1,2000 pepperell parkway +621,Address2, +621,Address3, +621,City,opelika +621,State,al +621,ZipCode,36801 +621,CountyName,lee +621,PhoneNumber,3347493411 +621,HospitalType,acute care hospitals +621,HospitalOwner,government - hospital district or authority +621,EmergencyService,yes +621,Condition,heart attack +621,MeasureCode,ami-7a +621,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +621,Score, +621,Sample,0 +621,Stateavg,al_ami-7a +622,ProviderNumber,10029 +622,HospitalName,east alabama medical center and snf +622,Address1,2000 pepperell parkway +622,Address2, +622,Address3, +622,City,opelika +622,State,al +622,ZipCode,36801 +622,CountyName,lee +622,PhoneNumber,3347493411 +622,HospitalType,acute care hospitals 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+626,ProviderNumber,10029 +626,HospitalName,east alabama medical center and snf +626,Address1,2000 pepperell parkway +626,Address2, +626,Address3, +626,City,opelika +626,State,al +626,ZipCode,36801 +626,CountyName,lee +626,PhoneNumber,3347493411 +626,HospitalType,acute care hospitals +626,HospitalOwner,government - hospital district or authority +626,EmergencyService,yes +626,Condition,heart failure +626,MeasureCode,hf-4 +626,MeasureName,heart failure patients given smoking cessation advice/counseling +626,Score,100 +626,Sample,101 +626,Stateavg,al_hf-4 +627,ProviderNumber,10029 +627,HospitalName,east alabama medical center and snf +627,Address1,2000 pepperell parkway +627,Address2, +627,Address3, +627,City,opelika +627,State,al +627,ZipCode,36801 +627,CountyName,lee +627,PhoneNumber,3347493411 +627,HospitalType,acute care hospitals +627,HospitalOwner,government - hospital district or authority +627,EmergencyService,yes +627,Condition,pneumonia +627,MeasureCode,pn-2 +627,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +627,Score,92 +627,Sample,114 +627,Stateavg,al_pn-2 +628,ProviderNumber,10029 +628,HospitalName,east alabama medical center and snf +628,Address1,2000 pepperell parkway +628,Address2, +628,Address3, +628,City,opelika +628,State,al +628,ZipCode,36801 +628,CountyName,lee +628,PhoneNumber,3347493411 +628,HospitalType,acute care hospitals +628,HospitalOwner,government - hospital district or authority +628,EmergencyService,yes +628,Condition,pneumonia +628,MeasureCode,pn-3b +628,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +628,Score,91 +628,Sample,129 +628,Stateavg,al_pn-3b +629,ProviderNumber,10029 +629,HospitalName,east alabama medical center and snf +629,Address1,2000 pepperell parkway +629,Address2, +629,Address3, +629,City,opelika +629,State,al +629,ZipCode,36801 +629,CountyName,lee +629,PhoneNumber,3347493411 +629,HospitalType,acute care hospitals +629,HospitalOwner,government - hospital district or authority +629,EmergencyService,yes +629,Condition,pneumonia +629,MeasureCode,pn-4 +629,MeasureName,pneumonia patients given smoking cessation advice/counseling +629,Score,100 +629,Sample,59 +629,Stateavg,al_pn-4 +630,ProviderNumber,10029 +630,HospitalName,east alabama medical center and snf +630,Address1,2000 pepperell parkway +630,Address2, +630,Address3, +630,City,opelika +630,State,al +630,ZipCode,36801 +630,CountyName,lee +630,PhoneNumber,3347493411 +630,HospitalType,acute care hospitals +630,HospitalOwner,government - hospital district or authority +630,EmergencyService,yes +630,Condition,pneumonia +630,MeasureCode,pn-5c +630,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +630,Score,96 +630,Sample,153 +630,Stateavg,al_pn-5c +631,ProviderNumber,10029 +631,HospitalName,east alabama medical center and snf +631,Address1,2000 pepperell parkway +631,Address2, +631,Address3, +631,City,opelika +631,State,al +631,ZipCode,36801 +631,CountyName,lee +631,PhoneNumber,3347493411 +631,HospitalType,acute care hospitals +631,HospitalOwner,government - hospital district or authority +631,EmergencyService,yes +631,Condition,pneumonia +631,MeasureCode,pn-6 +631,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +631,Score,97 +631,Sample,115 +631,Stateavg,al_pn-6 +632,ProviderNumber,10029 +632,HospitalName,east alabama medical center and snf +632,Address1,2000 pepperell parkway +632,Address2, +632,Address3, +632,City,opelika +632,State,al +632,ZipCode,36801 +632,CountyName,lee +632,PhoneNumber,3347493411 +632,HospitalType,acute care hospitals +632,HospitalOwner,government - hospital district or authority +632,EmergencyService,yes +632,Condition,pneumonia +632,MeasureCode,pn-7 +632,MeasureName,pneumonia patients assessed and given influenza vaccination +632,Score,88 +632,Sample,89 +632,Stateavg,al_pn-7 +633,ProviderNumber,10029 +633,HospitalName,east alabama medical center and snf +633,Address1,2000 pepperell parkway +633,Address2, +633,Address3, +633,City,opelika +633,State,al +633,ZipCode,36801 +633,CountyName,lee +633,PhoneNumber,3347493411 +633,HospitalType,acute care hospitals +633,HospitalOwner,government - hospital district or authority +633,EmergencyService,yes +633,Condition,surgical infection prevention +633,MeasureCode,scip-card-2 +633,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +633,Score,98 +633,Sample,208 +633,Stateavg,al_scip-card-2 +634,ProviderNumber,10029 +634,HospitalName,east alabama medical center and snf +634,Address1,2000 pepperell parkway +634,Address2, +634,Address3, +634,City,opelika +634,State,al +634,ZipCode,36801 +634,CountyName,lee +634,PhoneNumber,3347493411 +634,HospitalType,acute care hospitals +634,HospitalOwner,government - hospital district or authority +634,EmergencyService,yes +634,Condition,surgical infection prevention +634,MeasureCode,scip-inf-1 +634,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +634,Score,99 +634,Sample,1001 +634,Stateavg,al_scip-inf-1 +635,ProviderNumber,10029 +635,HospitalName,east alabama medical center and snf +635,Address1,2000 pepperell parkway +635,Address2, +635,Address3, +635,City,opelika +635,State,al +635,ZipCode,36801 +635,CountyName,lee +635,PhoneNumber,3347493411 +635,HospitalType,acute care hospitals +635,HospitalOwner,government - hospital district or authority +635,EmergencyService,yes +635,Condition,surgical infection prevention +635,MeasureCode,scip-inf-2 +635,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +635,Score,99 +635,Sample,1016 +635,Stateavg,al_scip-inf-2 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+639,ProviderNumber,10029 +639,HospitalName,east alabama medical center and snf +639,Address1,2000 pepperell parkway +639,Address2, +639,Address3, +639,City,opelika +639,State,al +639,ZipCode,36801 +639,CountyName,lee +639,PhoneNumber,3347493411 +639,HospitalType,acute care hospitals +639,HospitalOwner,government - hospital district or authority +639,EmergencyService,yes +639,Condition,surgical infection prevention +639,MeasureCode,scip-vte-1 +639,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +639,Score,92 +639,Sample,473 +639,Stateavg,al_scip-vte-1 +640,ProviderNumber,10029 +640,HospitalName,east alabama medical center and snf +640,Address1,2000 pepperell parkway +640,Address2, +640,Address3, +640,City,opelika +640,State,al +640,ZipCode,36801 +640,CountyName,lee +640,PhoneNumber,3347493411 +640,HospitalType,acute care hospitals +640,HospitalOwner,government - hospital district or authority +640,EmergencyService,yes +640,Condition,surgical infection prevention +640,MeasureCode,scip-vte-2 +640,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +640,Score,90 +640,Sample,473 +640,Stateavg,al_scip-vte-2 +641,ProviderNumber,10032 +641,HospitalName,wedowee hospital +641,Address1,209 north main street +641,Address2, +641,Address3, +641,City,wedowee +641,State,al +641,ZipCode,36278 +641,CountyName,randolph +641,PhoneNumber,2563572111 +641,HospitalType,acute care hospitals +641,HospitalOwner,government - local +641,EmergencyService,no +641,Condition,heart attack +641,MeasureCode,ami-1 +641,MeasureName,heart attack patients given aspirin at arrival +641,Score,50 +641,Sample,4 +641,Stateavg,al_ami-1 +642,ProviderNumber,10032 +642,HospitalName,wedowee hospital +642,Address1,209 north main street +642,Address2, +642,Address3, +642,City,wedowee +642,State,al +642,ZipCode,36278 +642,CountyName,randolph +642,PhoneNumber,2563572111 +642,HospitalType,acute care hospitals +642,HospitalOwner,government - local +642,EmergencyService,no +642,Condition,heart attack +642,MeasureCode,ami-2 +642,MeasureName,heart attack patients given aspirin at discharge +642,Score,67 +642,Sample,3 +642,Stateavg,al_ami-2 +643,ProviderNumber,10032 +643,HospitalName,wedowee hospital +643,Address1,209 north main street +643,Address2, +643,Address3, +643,City,wedowee +643,State,al +643,ZipCode,36278 +643,CountyName,randolph +643,PhoneNumber,2563572111 +643,HospitalType,acute care hospitals +643,HospitalOwner,government - local +643,EmergencyService,no +643,Condition,heart attack +643,MeasureCode,ami-3 +643,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +643,Score, +643,Sample,0 +643,Stateavg,al_ami-3 +644,ProviderNumber,10032 +644,HospitalName,wedowee hospital +644,Address1,209 north main street 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+646,Address1,209 north main street +646,Address2, +646,Address3, +646,City,wedowee +646,State,al +646,ZipCode,36278 +646,CountyName,randolph +646,PhoneNumber,2563572111 +646,HospitalType,acute care hospitals +646,HospitalOwner,government - local +646,EmergencyService,no +646,Condition,heart attack +646,MeasureCode,ami-7a +646,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +646,Score, +646,Sample,0 +646,Stateavg,al_ami-7a +647,ProviderNumber,10032 +647,HospitalName,wedowee hospital +647,Address1,209 north main street +647,Address2, +647,Address3, +647,City,wedowee +647,State,al +647,ZipCode,36278 +647,CountyName,randolph +647,PhoneNumber,2563572111 +647,HospitalType,acute care hospitals +647,HospitalOwner,government - local +647,EmergencyService,no +647,Condition,heart attack +647,MeasureCode,ami-8a +647,MeasureName,heart attack patients given pci within 90 minutes of arrival +647,Score, +647,Sample,0 +647,Stateavg,al_ami-8a +648,ProviderNumber,10032 +648,HospitalName,wedowee hospital +648,Address1,209 north main street +648,Address2, +648,Address3, +648,City,wedowee +648,State,al +648,ZipCode,36278 +648,CountyName,randolph +648,PhoneNumber,2563572111 +648,HospitalType,acute care hospitals +648,HospitalOwner,government - local +648,EmergencyService,no +648,Condition,heart failure +648,MeasureCode,hf-1 +648,MeasureName,heart failure patients given discharge instructions +648,Score,0 +648,Sample,34 +648,Stateavg,al_hf-1 +649,ProviderNumber,10032 +649,HospitalName,wedowee hospital +649,Address1,209 north main street +649,Address2, +649,Address3, +649,City,wedowee +649,State,al +649,ZipCode,36278 +649,CountyName,randolph +649,PhoneNumber,2563572111 +649,HospitalType,acute care hospitals +649,HospitalOwner,government - local +649,EmergencyService,no +649,Condition,heart failure +649,MeasureCode,hf-2 +649,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +649,Score,38 +649,Sample,39 +649,Stateavg,al_hf-2 +650,ProviderNumber,10032 +650,HospitalName,wedowee hospital +650,Address1,209 north main street +650,Address2, +650,Address3, +650,City,wedowee +650,State,al +650,ZipCode,36278 +650,CountyName,randolph +650,PhoneNumber,2563572111 +650,HospitalType,acute care hospitals +650,HospitalOwner,government - local +650,EmergencyService,no +650,Condition,heart failure +650,MeasureCode,hf-3 +650,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +650,Score,25 +650,Sample,4 +650,Stateavg,al_hf-3 +651,ProviderNumber,10032 +651,HospitalName,wedowee hospital +651,Address1,209 north main street +651,Address2, +651,Address3, +651,City,wedowee +651,State,al +651,ZipCode,36278 +651,CountyName,randolph +651,PhoneNumber,2563572111 +651,HospitalType,acute care hospitals +651,HospitalOwner,government - local +651,EmergencyService,no +651,Condition,heart failure +651,MeasureCode,hf-4 +651,MeasureName,heart failure patients given smoking cessation advice/counseling +651,Score,100 +651,Sample,2 +651,Stateavg,al_hf-4 +652,ProviderNumber,10032 +652,HospitalName,wedowee hospital +652,Address1,209 north main street +652,Address2, +652,Address3, +652,City,wedowee +652,State,al +652,ZipCode,36278 +652,CountyName,randolph +652,PhoneNumber,2563572111 +652,HospitalType,acute care hospitals +652,HospitalOwner,government - local +652,EmergencyService,no +652,Condition,pneumonia +652,MeasureCode,pn-2 +652,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +652,Score,25 +652,Sample,28 +652,Stateavg,al_pn-2 +653,ProviderNumber,10032 +653,HospitalName,wedowee hospital +653,Address1,209 north main street +653,Address2, +653,Address3, +653,City,wedowee +653,State,al +653,ZipCode,36278 +653,CountyName,randolph +653,PhoneNumber,2563572111 +653,HospitalType,acute care hospitals +653,HospitalOwner,government - local +653,EmergencyService,no +653,Condition,pneumonia +653,MeasureCode,pn-3b +653,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +653,Score,100 +653,Sample,14 +653,Stateavg,al_pn-3b +654,ProviderNumber,10032 +654,HospitalName,wedowee hospital +654,Address1,209 north main street +654,Address2, +654,Address3, +654,City,wedowee +654,State,al +654,ZipCode,36278 +654,CountyName,randolph +654,PhoneNumber,2563572111 +654,HospitalType,acute care hospitals +654,HospitalOwner,government - local +654,EmergencyService,no +654,Condition,pneumonia +654,MeasureCode,pn-4 +654,MeasureName,pneumonia patients given smoking cessation advice/counseling +654,Score,67 +654,Sample,6 +654,Stateavg,al_pn-4 +655,ProviderNumber,10032 +655,HospitalName,wedowee hospital +655,Address1,209 north main street +655,Address2, +655,Address3, +655,City,wedowee +655,State,al +655,ZipCode,36278 +655,CountyName,randolph +655,PhoneNumber,2563572111 +655,HospitalType,acute care hospitals +655,HospitalOwner,government - local +655,EmergencyService,no +655,Condition,pneumonia +655,MeasureCode,pn-5c +655,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +655,Score,90 +655,Sample,30 +655,Stateavg,al_pn-5c +656,ProviderNumber,10032 +656,HospitalName,wedowee hospital +656,Address1,209 north main street +656,Address2, +656,Address3, +656,City,wedowee +656,State,al +656,ZipCode,36278 +656,CountyName,randolph +656,PhoneNumber,2563572111 +656,HospitalType,acute care hospitals +656,HospitalOwner,government - local +656,EmergencyService,no +656,Condition,pneumonia +656,MeasureCode,pn-6 +656,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +656,Score,96 +656,Sample,23 +656,Stateavg,al_pn-6 +657,ProviderNumber,10032 +657,HospitalName,wedowee hospital +657,Address1,209 north main street +657,Address2, +657,Address3, +657,City,wedowee +657,State,al +657,ZipCode,36278 +657,CountyName,randolph +657,PhoneNumber,2563572111 +657,HospitalType,acute care hospitals +657,HospitalOwner,government - local +657,EmergencyService,no +657,Condition,pneumonia +657,MeasureCode,pn-7 +657,MeasureName,pneumonia patients assessed and given influenza vaccination +657,Score,12 +657,Sample,16 +657,Stateavg,al_pn-7 +658,ProviderNumber,10032 +658,HospitalName,wedowee hospital +658,Address1,209 north main street +658,Address2, +658,Address3, +658,City,wedowee +658,State,al +658,ZipCode,36278 +658,CountyName,randolph +658,PhoneNumber,2563572111 +658,HospitalType,acute care hospitals +658,HospitalOwner,government - local +658,EmergencyService,no +658,Condition,surgical infection prevention +658,MeasureCode,scip-card-2 +658,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +658,Score, +658,Sample, +658,Stateavg,al_scip-card-2 +659,ProviderNumber,10032 +659,HospitalName,wedowee hospital +659,Address1,209 north main street +659,Address2, +659,Address3, +659,City,wedowee +659,State,al +659,ZipCode,36278 +659,CountyName,randolph +659,PhoneNumber,2563572111 +659,HospitalType,acute care hospitals +659,HospitalOwner,government - local +659,EmergencyService,no +659,Condition,surgical infection prevention +659,MeasureCode,scip-inf-1 +659,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +659,Score, +659,Sample, +659,Stateavg,al_scip-inf-1 +660,ProviderNumber,10032 +660,HospitalName,wedowee hospital +660,Address1,209 north main street +660,Address2, +660,Address3, +660,City,wedowee +660,State,al +660,ZipCode,36278 +660,CountyName,randolph +660,PhoneNumber,2563572111 +660,HospitalType,acute care hospitals +660,HospitalOwner,government - local +660,EmergencyService,no +660,Condition,surgical infection prevention +660,MeasureCode,scip-inf-2 +660,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +660,Score, +660,Sample, +660,Stateavg,al_scip-inf-2 +661,ProviderNumber,10032 +661,HospitalName,wedowee hospital +661,Address1,209 north main street +661,Address2, +661,Address3, +661,City,wedowee +661,State,al +661,ZipCode,36278 +661,CountyName,randolph +661,PhoneNumber,2563572111 +661,HospitalType,acute care hospitals +661,HospitalOwner,government - local +661,EmergencyService,no +661,Condition,surgical infection prevention +661,MeasureCode,scip-inf-3 +661,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +661,Score, +661,Sample, +661,Stateavg,al_scip-inf-3 +662,ProviderNumber,10032 +662,HospitalName,wedowee hospital +662,Address1,209 north main street +662,Address2, +662,Address3, +662,City,wedowee +662,State,al +662,ZipCode,36278 +662,CountyName,randolph +662,PhoneNumber,2563572111 +662,HospitalType,acute care hospitals +662,HospitalOwner,government - local +662,EmergencyService,no +662,Condition,surgical infection prevention +662,MeasureCode,scip-inf-4 +662,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +662,Score, +662,Sample, +662,Stateavg,al_scip-inf-4 +663,ProviderNumber,10032 +663,HospitalName,wedowee hospital +663,Address1,209 north main street +663,Address2, +663,Address3, +663,City,wedowee +663,State,al +663,ZipCode,36278 +663,CountyName,randolph +663,PhoneNumber,2563572111 +663,HospitalType,acute care hospitals +663,HospitalOwner,government - local +663,EmergencyService,no +663,Condition,surgical infection prevention +663,MeasureCode,scip-inf-6 +663,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +663,Score, +663,Sample, +663,Stateavg,al_scip-inf-6 +664,ProviderNumber,10032 +664,HospitalName,wedowee hospital +664,Address1,209 north main street +664,Address2, +664,Address3, +664,City,wedowee +664,State,al +664,ZipCode,36278 +664,CountyName,randolph +664,PhoneNumber,2563572111 +664,HospitalType,acute care hospitals +664,HospitalOwner,government - local +664,EmergencyService,no +664,Condition,surgical infection prevention +664,MeasureCode,scip-vte-1 +664,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +664,Score, +664,Sample, +664,Stateavg,al_scip-vte-1 +665,ProviderNumber,10032 +665,HospitalName,wedowee hospital +665,Address1,209 north main street +665,Address2, +665,Address3, +665,City,wedowee +665,State,al +665,ZipCode,36278 +665,CountyName,randolph +665,PhoneNumber,2563572111 +665,HospitalType,acute care hospitals +665,HospitalOwner,government - local +665,EmergencyService,no +665,Condition,surgical infection prevention +665,MeasureCode,scip-vte-2 +665,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +665,Score, +665,Sample, +665,Stateavg,al_scip-vte-2 +666,ProviderNumber,10033 +666,HospitalName,university of alabama hospital +666,Address1,619 south 19th street +666,Address2, +666,Address3, +666,City,birmingham +666,State,al +666,ZipCode,35233 +666,CountyName,jefferson +666,PhoneNumber,2059344011 +666,HospitalType,acute care hospitals +666,HospitalOwner,government - state +666,EmergencyService,yes +666,Condition,heart attack +666,MeasureCode,ami-1 +666,MeasureName,heart attack patients given aspirin at arrival +666,Score,98 +666,Sample,229 +666,Stateavg,al_ami-1 +667,ProviderNumber,10033 +667,HospitalName,university of alabama hospital +667,Address1,619 south 19th street +667,Address2, +667,Address3, +667,City,birmingham +667,State,al +667,ZipCode,35233 +667,CountyName,jefferson +667,PhoneNumber,2059344011 +667,HospitalType,acute care hospitals +667,HospitalOwner,government - state +667,EmergencyService,yes +667,Condition,heart attack +667,MeasureCode,ami-2 +667,MeasureName,heart attack patients given aspirin at discharge +667,Score,98 +667,Sample,316 +667,Stateavg,al_ami-2 +668,ProviderNumber,10033 +668,HospitalName,university of alabama hospital +668,Address1,619 south 19th street +668,Address2, +668,Address3, +668,City,birmingham +668,State,al +668,ZipCode,35233 +668,CountyName,jefferson +668,PhoneNumber,2059344011 +668,HospitalType,acute care hospitals +668,HospitalOwner,government - state +668,EmergencyService,yes +668,Condition,heart attack +668,MeasureCode,ami-3 +668,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +668,Score,91 +668,Sample,87 +668,Stateavg,al_ami-3 +669,ProviderNumber,10033 +669,HospitalName,university of alabama hospital +669,Address1,619 south 19th street +669,Address2, +669,Address3, +669,City,birmingham +669,State,al +669,ZipCode,35233 +669,CountyName,jefferson +669,PhoneNumber,2059344011 +669,HospitalType,acute care hospitals +669,HospitalOwner,government - state +669,EmergencyService,yes +669,Condition,heart attack +669,MeasureCode,ami-4 +669,MeasureName,heart attack patients given smoking cessation advice/counseling +669,Score,100 +669,Sample,147 +669,Stateavg,al_ami-4 +670,ProviderNumber,10033 +670,HospitalName,university of alabama hospital +670,Address1,619 south 19th street +670,Address2, +670,Address3, +670,City,birmingham +670,State,al +670,ZipCode,35233 +670,CountyName,jefferson +670,PhoneNumber,2059344011 +670,HospitalType,acute care hospitals +670,HospitalOwner,government - state +670,EmergencyService,yes +670,Condition,heart attack +670,MeasureCode,ami-5 +670,MeasureName,heart attack patients given beta blocker at discharge +670,Score,97 +670,Sample,331 +670,Stateavg,al_ami-5 +671,ProviderNumber,10033 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arrival +672,Score,98 +672,Sample,47 +672,Stateavg,al_ami-8a +673,ProviderNumber,10033 +673,HospitalName,university of alabama hospital +673,Address1,619 south 19th street +673,Address2, +673,Address3, +673,City,birmingham +673,State,al +673,ZipCode,35233 +673,CountyName,jefferson +673,PhoneNumber,2059344011 +673,HospitalType,acute care hospitals +673,HospitalOwner,government - state +673,EmergencyService,yes +673,Condition,heart failure +673,MeasureCode,hf-1 +673,MeasureName,heart failure patients given discharge instructions +673,Score,46 +673,Sample,618 +673,Stateavg,al_hf-1 +674,ProviderNumber,10033 +674,HospitalName,university of alabama hospital +674,Address1,619 south 19th street +674,Address2, +674,Address3, +674,City,birmingham +674,State,al +674,ZipCode,35233 +674,CountyName,jefferson +674,PhoneNumber,2059344011 +674,HospitalType,acute care hospitals +674,HospitalOwner,government - state +674,EmergencyService,yes +674,Condition,heart failure +674,MeasureCode,hf-2 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antibiotic(s) +681,Score,85 +681,Sample,155 +681,Stateavg,al_pn-6 +682,ProviderNumber,10033 +682,HospitalName,university of alabama hospital +682,Address1,619 south 19th street +682,Address2, +682,Address3, +682,City,birmingham +682,State,al +682,ZipCode,35233 +682,CountyName,jefferson +682,PhoneNumber,2059344011 +682,HospitalType,acute care hospitals +682,HospitalOwner,government - state +682,EmergencyService,yes +682,Condition,pneumonia +682,MeasureCode,pn-7 +682,MeasureName,pneumonia patients assessed and given influenza vaccination +682,Score,79 +682,Sample,242 +682,Stateavg,al_pn-7 +683,ProviderNumber,10033 +683,HospitalName,university of alabama hospital +683,Address1,619 south 19th street +683,Address2, +683,Address3, +683,City,birmingham +683,State,al +683,ZipCode,35233 +683,CountyName,jefferson +683,PhoneNumber,2059344011 +683,HospitalType,acute care hospitals +683,HospitalOwner,government - state +683,EmergencyService,yes +683,Condition,surgical infection prevention +683,MeasureCode,scip-card-2 +683,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +683,Score,69 +683,Sample,94 +683,Stateavg,al_scip-card-2 +684,ProviderNumber,10033 +684,HospitalName,university of alabama hospital +684,Address1,619 south 19th street +684,Address2, +684,Address3, +684,City,birmingham +684,State,al +684,ZipCode,35233 +684,CountyName,jefferson +684,PhoneNumber,2059344011 +684,HospitalType,acute care hospitals +684,HospitalOwner,government - state +684,EmergencyService,yes +684,Condition,surgical infection prevention +684,MeasureCode,scip-inf-1 +684,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +684,Score,88 +684,Sample,324 +684,Stateavg,al_scip-inf-1 +685,ProviderNumber,10033 +685,HospitalName,university of alabama hospital 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were stopped at the right time (within 24 hours after surgery) +686,Score,87 +686,Sample,317 +686,Stateavg,al_scip-inf-3 +687,ProviderNumber,10033 +687,HospitalName,university of alabama hospital +687,Address1,619 south 19th street +687,Address2, +687,Address3, +687,City,birmingham +687,State,al +687,ZipCode,35233 +687,CountyName,jefferson +687,PhoneNumber,2059344011 +687,HospitalType,acute care hospitals +687,HospitalOwner,government - state +687,EmergencyService,yes +687,Condition,surgical infection prevention +687,MeasureCode,scip-inf-4 +687,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +687,Score,76 +687,Sample,140 +687,Stateavg,al_scip-inf-4 +688,ProviderNumber,10033 +688,HospitalName,university of alabama hospital +688,Address1,619 south 19th street +688,Address2, +688,Address3, +688,City,birmingham +688,State,al +688,ZipCode,35233 +688,CountyName,jefferson +688,PhoneNumber,2059344011 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non-profit - private +691,EmergencyService,no +691,Condition,heart attack +691,MeasureCode,ami-1 +691,MeasureName,heart attack patients given aspirin at arrival +691,Score,77 +691,Sample,13 +691,Stateavg,al_ami-1 +692,ProviderNumber,10034 +692,HospitalName,community hospital inc +692,Address1,805 friendship road +692,Address2, +692,Address3, +692,City,tallassee +692,State,al +692,ZipCode,36078 +692,CountyName,elmore +692,PhoneNumber,3342836541 +692,HospitalType,acute care hospitals +692,HospitalOwner,voluntary non-profit - private +692,EmergencyService,no +692,Condition,heart attack +692,MeasureCode,ami-2 +692,MeasureName,heart attack patients given aspirin at discharge +692,Score,100 +692,Sample,4 +692,Stateavg,al_ami-2 +693,ProviderNumber,10034 +693,HospitalName,community hospital inc +693,Address1,805 friendship road +693,Address2, +693,Address3, +693,City,tallassee +693,State,al +693,ZipCode,36078 +693,CountyName,elmore +693,PhoneNumber,3342836541 +693,HospitalType,acute care hospitals +693,HospitalOwner,voluntary non-profit - private +693,EmergencyService,no +693,Condition,heart attack +693,MeasureCode,ami-3 +693,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +693,Score,100 +693,Sample,1 +693,Stateavg,al_ami-3 +694,ProviderNumber,10034 +694,HospitalName,community hospital inc +694,Address1,805 friendship road +694,Address2, +694,Address3, +694,City,tallassee +694,State,al +694,ZipCode,36078 +694,CountyName,elmore +694,PhoneNumber,3342836541 +694,HospitalType,acute care hospitals +694,HospitalOwner,voluntary non-profit - private +694,EmergencyService,no +694,Condition,heart attack +694,MeasureCode,ami-4 +694,MeasureName,heart attack patients given smoking cessation advice/counseling +694,Score, +694,Sample,0 +694,Stateavg,al_ami-4 +695,ProviderNumber,10034 +695,HospitalName,community hospital inc +695,Address1,805 friendship road +695,Address2, +695,Address3, +695,City,tallassee +695,State,al 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friendship road +697,Address2, +697,Address3, +697,City,tallassee +697,State,al +697,ZipCode,36078 +697,CountyName,elmore +697,PhoneNumber,3342836541 +697,HospitalType,acute care hospitals +697,HospitalOwner,voluntary non-profit - private +697,EmergencyService,no +697,Condition,heart attack +697,MeasureCode,ami-8a +697,MeasureName,heart attack patients given pci within 90 minutes of arrival +697,Score, +697,Sample,0 +697,Stateavg,al_ami-8a +698,ProviderNumber,10034 +698,HospitalName,community hospital inc +698,Address1,805 friendship road +698,Address2, +698,Address3, +698,City,tallassee +698,State,al +698,ZipCode,36078 +698,CountyName,elmore +698,PhoneNumber,3342836541 +698,HospitalType,acute care hospitals +698,HospitalOwner,voluntary non-profit - private +698,EmergencyService,no +698,Condition,heart failure +698,MeasureCode,hf-1 +698,MeasureName,heart failure patients given discharge instructions +698,Score,88 +698,Sample,65 +698,Stateavg,al_hf-1 +699,ProviderNumber,10034 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prevention +709,MeasureCode,scip-inf-1 +709,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +709,Score,100 +709,Sample,10 +709,Stateavg,al_scip-inf-1 +710,ProviderNumber,10034 +710,HospitalName,community hospital inc +710,Address1,805 friendship road +710,Address2, +710,Address3, +710,City,tallassee +710,State,al +710,ZipCode,36078 +710,CountyName,elmore +710,PhoneNumber,3342836541 +710,HospitalType,acute care hospitals +710,HospitalOwner,voluntary non-profit - private +710,EmergencyService,no +710,Condition,surgical infection prevention +710,MeasureCode,scip-inf-2 +710,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +710,Score,100 +710,Sample,10 +710,Stateavg,al_scip-inf-2 +711,ProviderNumber,10034 +711,HospitalName,community hospital inc +711,Address1,805 friendship road +711,Address2, +711,Address3, +711,City,tallassee +711,State,al 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+712,Score, +712,Sample,0 +712,Stateavg,al_scip-inf-4 +713,ProviderNumber,10034 +713,HospitalName,community hospital inc +713,Address1,805 friendship road +713,Address2, +713,Address3, +713,City,tallassee +713,State,al +713,ZipCode,36078 +713,CountyName,elmore +713,PhoneNumber,3342836541 +713,HospitalType,acute care hospitals +713,HospitalOwner,voluntary non-profit - private +713,EmergencyService,no +713,Condition,surgical infection prevention +713,MeasureCode,scip-inf-6 +713,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +713,Score,100 +713,Sample,33 +713,Stateavg,al_scip-inf-6 +714,ProviderNumber,10034 +714,HospitalName,community hospital inc +714,Address1,805 friendship road +714,Address2, +714,Address3, +714,City,tallassee +714,State,al +714,ZipCode,36078 +714,CountyName,elmore +714,PhoneNumber,3342836541 +714,HospitalType,acute care hospitals +714,HospitalOwner,voluntary non-profit - private +714,EmergencyService,no +714,Condition,surgical infection prevention +714,MeasureCode,scip-vte-1 +714,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +714,Score,88 +714,Sample,24 +714,Stateavg,al_scip-vte-1 +715,ProviderNumber,10034 +715,HospitalName,community hospital inc +715,Address1,805 friendship road +715,Address2, +715,Address3, +715,City,tallassee +715,State,al +715,ZipCode,36078 +715,CountyName,elmore +715,PhoneNumber,3342836541 +715,HospitalType,acute care hospitals +715,HospitalOwner,voluntary non-profit - private +715,EmergencyService,no +715,Condition,surgical infection prevention +715,MeasureCode,scip-vte-2 +715,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +715,Score,88 +715,Sample,24 +715,Stateavg,al_scip-vte-2 +716,ProviderNumber,10035 +716,HospitalName,cullman regional medical center +716,Address1,1912 alabama highway 157 +716,Address2, +716,Address3, +716,City,cullman +716,State,al +716,ZipCode,35058 +716,CountyName,cullman +716,PhoneNumber,2567372000 +716,HospitalType,acute care hospitals +716,HospitalOwner,government - hospital district or authority +716,EmergencyService,yes +716,Condition,heart attack +716,MeasureCode,ami-1 +716,MeasureName,heart attack patients given aspirin at arrival +716,Score,100 +716,Sample,51 +716,Stateavg,al_ami-1 +717,ProviderNumber,10035 +717,HospitalName,cullman regional medical center +717,Address1,1912 alabama highway 157 +717,Address2, +717,Address3, +717,City,cullman +717,State,al +717,ZipCode,35058 +717,CountyName,cullman +717,PhoneNumber,2567372000 +717,HospitalType,acute care hospitals +717,HospitalOwner,government - hospital district or authority +717,EmergencyService,yes +717,Condition,heart attack +717,MeasureCode,ami-2 +717,MeasureName,heart attack patients given aspirin at discharge +717,Score,100 +717,Sample,26 +717,Stateavg,al_ami-2 +718,ProviderNumber,10035 +718,HospitalName,cullman regional medical center +718,Address1,1912 alabama highway 157 +718,Address2, +718,Address3, +718,City,cullman +718,State,al +718,ZipCode,35058 +718,CountyName,cullman +718,PhoneNumber,2567372000 +718,HospitalType,acute care hospitals +718,HospitalOwner,government - hospital district or authority +718,EmergencyService,yes +718,Condition,heart attack +718,MeasureCode,ami-3 +718,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +718,Score,67 +718,Sample,3 +718,Stateavg,al_ami-3 +719,ProviderNumber,10035 +719,HospitalName,cullman regional medical center +719,Address1,1912 alabama highway 157 +719,Address2, +719,Address3, +719,City,cullman +719,State,al +719,ZipCode,35058 +719,CountyName,cullman +719,PhoneNumber,2567372000 +719,HospitalType,acute care hospitals +719,HospitalOwner,government - hospital district or authority +719,EmergencyService,yes +719,Condition,heart attack +719,MeasureCode,ami-4 +719,MeasureName,heart attack patients given smoking cessation advice/counseling +719,Score,100 +719,Sample,3 +719,Stateavg,al_ami-4 +720,ProviderNumber,10035 +720,HospitalName,cullman regional medical center +720,Address1,1912 alabama highway 157 +720,Address2, +720,Address3, +720,City,cullman +720,State,al +720,ZipCode,35058 +720,CountyName,cullman +720,PhoneNumber,2567372000 +720,HospitalType,acute care hospitals +720,HospitalOwner,government - hospital district or authority +720,EmergencyService,yes +720,Condition,heart attack +720,MeasureCode,ami-5 +720,MeasureName,heart attack patients given beta blocker at discharge +720,Score,100 +720,Sample,23 +720,Stateavg,al_ami-5 +721,ProviderNumber,10035 +721,HospitalName,cullman regional medical center +721,Address1,1912 alabama highway 157 +721,Address2, +721,Address3, +721,City,cullman +721,State,al +721,ZipCode,35058 +721,CountyName,cullman +721,PhoneNumber,2567372000 +721,HospitalType,acute care hospitals +721,HospitalOwner,government - hospital district or authority +721,EmergencyService,yes +721,Condition,heart attack +721,MeasureCode,ami-7a +721,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +721,Score, +721,Sample,0 +721,Stateavg,al_ami-7a +722,ProviderNumber,10035 +722,HospitalName,cullman regional medical center +722,Address1,1912 alabama highway 157 +722,Address2, +722,Address3, +722,City,cullman +722,State,al +722,ZipCode,35058 +722,CountyName,cullman +722,PhoneNumber,2567372000 +722,HospitalType,acute care hospitals +722,HospitalOwner,government - hospital district or authority +722,EmergencyService,yes +722,Condition,heart attack +722,MeasureCode,ami-8a +722,MeasureName,heart attack patients given pci within 90 minutes of arrival +722,Score, +722,Sample,0 +722,Stateavg,al_ami-8a +723,ProviderNumber,10035 +723,HospitalName,cullman regional medical center +723,Address1,1912 alabama highway 157 +723,Address2, +723,Address3, +723,City,cullman +723,State,al +723,ZipCode,35058 +723,CountyName,cullman +723,PhoneNumber,2567372000 +723,HospitalType,acute care hospitals +723,HospitalOwner,government - hospital district or authority +723,EmergencyService,yes +723,Condition,heart failure +723,MeasureCode,hf-1 +723,MeasureName,heart failure patients given discharge instructions +723,Score,99 +723,Sample,158 +723,Stateavg,al_hf-1 +724,ProviderNumber,10035 +724,HospitalName,cullman regional medical center +724,Address1,1912 alabama highway 157 +724,Address2, +724,Address3, +724,City,cullman +724,State,al +724,ZipCode,35058 +724,CountyName,cullman +724,PhoneNumber,2567372000 +724,HospitalType,acute care hospitals +724,HospitalOwner,government - hospital district or authority +724,EmergencyService,yes +724,Condition,heart failure +724,MeasureCode,hf-2 +724,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +724,Score,100 +724,Sample,200 +724,Stateavg,al_hf-2 +725,ProviderNumber,10035 +725,HospitalName,cullman regional medical center +725,Address1,1912 alabama highway 157 +725,Address2, +725,Address3, +725,City,cullman +725,State,al +725,ZipCode,35058 +725,CountyName,cullman +725,PhoneNumber,2567372000 +725,HospitalType,acute care hospitals +725,HospitalOwner,government - hospital district or authority +725,EmergencyService,yes +725,Condition,heart failure +725,MeasureCode,hf-3 +725,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +725,Score,97 +725,Sample,37 +725,Stateavg,al_hf-3 +726,ProviderNumber,10035 +726,HospitalName,cullman regional medical center +726,Address1,1912 alabama highway 157 +726,Address2, +726,Address3, +726,City,cullman +726,State,al +726,ZipCode,35058 +726,CountyName,cullman +726,PhoneNumber,2567372000 +726,HospitalType,acute care hospitals +726,HospitalOwner,government - hospital district or authority +726,EmergencyService,yes +726,Condition,heart failure +726,MeasureCode,hf-4 +726,MeasureName,heart failure patients given smoking cessation advice/counseling +726,Score,100 +726,Sample,42 +726,Stateavg,al_hf-4 +727,ProviderNumber,10035 +727,HospitalName,cullman regional medical center +727,Address1,1912 alabama highway 157 +727,Address2, +727,Address3, +727,City,cullman +727,State,al +727,ZipCode,35058 +727,CountyName,cullman +727,PhoneNumber,2567372000 +727,HospitalType,acute care hospitals +727,HospitalOwner,government - hospital district or authority +727,EmergencyService,yes +727,Condition,pneumonia +727,MeasureCode,pn-2 +727,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +727,Score,100 +727,Sample,155 +727,Stateavg,al_pn-2 +728,ProviderNumber,10035 +728,HospitalName,cullman regional medical center +728,Address1,1912 alabama highway 157 +728,Address2, +728,Address3, +728,City,cullman +728,State,al +728,ZipCode,35058 +728,CountyName,cullman +728,PhoneNumber,2567372000 +728,HospitalType,acute care hospitals +728,HospitalOwner,government - hospital district or authority +728,EmergencyService,yes +728,Condition,pneumonia +728,MeasureCode,pn-3b +728,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +728,Score,100 +728,Sample,138 +728,Stateavg,al_pn-3b +729,ProviderNumber,10035 +729,HospitalName,cullman regional medical center +729,Address1,1912 alabama highway 157 +729,Address2, +729,Address3, +729,City,cullman +729,State,al +729,ZipCode,35058 +729,CountyName,cullman +729,PhoneNumber,2567372000 +729,HospitalType,acute care hospitals +729,HospitalOwner,government - hospital district or authority +729,EmergencyService,yes +729,Condition,pneumonia +729,MeasureCode,pn-4 +729,MeasureName,pneumonia patients given smoking cessation advice/counseling +729,Score,100 +729,Sample,90 +729,Stateavg,al_pn-4 +730,ProviderNumber,10035 +730,HospitalName,cullman regional medical center +730,Address1,1912 alabama highway 157 +730,Address2, +730,Address3, +730,City,cullman +730,State,al +730,ZipCode,35058 +730,CountyName,cullman +730,PhoneNumber,2567372000 +730,HospitalType,acute care hospitals +730,HospitalOwner,government - hospital district or authority +730,EmergencyService,yes +730,Condition,pneumonia +730,MeasureCode,pn-5c +730,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +730,Score,99 +730,Sample,160 +730,Stateavg,al_pn-5c +731,ProviderNumber,10035 +731,HospitalName,cullman regional medical center +731,Address1,1912 alabama highway 157 +731,Address2, +731,Address3, +731,City,cullman +731,State,al +731,ZipCode,35058 +731,CountyName,cullman +731,PhoneNumber,2567372000 +731,HospitalType,acute care hospitals +731,HospitalOwner,government - hospital district or authority +731,EmergencyService,yes +731,Condition,pneumonia +731,MeasureCode,pn-6 +731,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +731,Score,98 +731,Sample,136 +731,Stateavg,al_pn-6 +732,ProviderNumber,10035 +732,HospitalName,cullman regional medical center +732,Address1,1912 alabama highway 157 +732,Address2, +732,Address3, +732,City,cullman +732,State,al +732,ZipCode,35058 +732,CountyName,cullman +732,PhoneNumber,2567372000 +732,HospitalType,acute care hospitals +732,HospitalOwner,government - hospital district or authority +732,EmergencyService,yes +732,Condition,pneumonia +732,MeasureCode,pn-7 +732,MeasureName,pneumonia patients assessed and given influenza vaccination +732,Score,98 +732,Sample,125 +732,Stateavg,al_pn-7 +733,ProviderNumber,10035 +733,HospitalName,cullman regional medical center +733,Address1,1912 alabama highway 157 +733,Address2, +733,Address3, +733,City,cullman +733,State,al +733,ZipCode,35058 +733,CountyName,cullman +733,PhoneNumber,2567372000 +733,HospitalType,acute care hospitals +733,HospitalOwner,government - hospital district or authority +733,EmergencyService,yes +733,Condition,surgical infection prevention +733,MeasureCode,scip-card-2 +733,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +733,Score,99 +733,Sample,68 +733,Stateavg,al_scip-card-2 +734,ProviderNumber,10035 +734,HospitalName,cullman regional medical center +734,Address1,1912 alabama highway 157 +734,Address2, +734,Address3, +734,City,cullman +734,State,al +734,ZipCode,35058 +734,CountyName,cullman +734,PhoneNumber,2567372000 +734,HospitalType,acute care hospitals +734,HospitalOwner,government - hospital district or authority +734,EmergencyService,yes +734,Condition,surgical infection prevention +734,MeasureCode,scip-inf-1 +734,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +734,Score,99 +734,Sample,411 +734,Stateavg,al_scip-inf-1 +735,ProviderNumber,10035 +735,HospitalName,cullman regional medical center +735,Address1,1912 alabama highway 157 +735,Address2, +735,Address3, +735,City,cullman +735,State,al +735,ZipCode,35058 +735,CountyName,cullman +735,PhoneNumber,2567372000 +735,HospitalType,acute care hospitals +735,HospitalOwner,government - hospital district or authority +735,EmergencyService,yes +735,Condition,surgical infection prevention +735,MeasureCode,scip-inf-2 +735,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +735,Score,98 +735,Sample,417 +735,Stateavg,al_scip-inf-2 +736,ProviderNumber,10035 +736,HospitalName,cullman regional medical center +736,Address1,1912 alabama highway 157 +736,Address2, +736,Address3, +736,City,cullman +736,State,al +736,ZipCode,35058 +736,CountyName,cullman +736,PhoneNumber,2567372000 +736,HospitalType,acute care hospitals +736,HospitalOwner,government - hospital district or authority +736,EmergencyService,yes +736,Condition,surgical infection prevention +736,MeasureCode,scip-inf-3 +736,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +736,Score,98 +736,Sample,405 +736,Stateavg,al_scip-inf-3 +737,ProviderNumber,10035 +737,HospitalName,cullman regional medical center +737,Address1,1912 alabama highway 157 +737,Address2, +737,Address3, +737,City,cullman +737,State,al +737,ZipCode,35058 +737,CountyName,cullman +737,PhoneNumber,2567372000 +737,HospitalType,acute care hospitals +737,HospitalOwner,government - hospital district or authority +737,EmergencyService,yes +737,Condition,surgical infection prevention +737,MeasureCode,scip-inf-4 +737,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +737,Score, +737,Sample,0 +737,Stateavg,al_scip-inf-4 +738,ProviderNumber,10035 +738,HospitalName,cullman regional medical center +738,Address1,1912 alabama highway 157 +738,Address2, +738,Address3, +738,City,cullman +738,State,al +738,ZipCode,35058 +738,CountyName,cullman +738,PhoneNumber,2567372000 +738,HospitalType,acute care hospitals +738,HospitalOwner,government - hospital district or authority +738,EmergencyService,yes +738,Condition,surgical infection prevention +738,MeasureCode,scip-inf-6 +738,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +738,Score,100 +738,Sample,598 +738,Stateavg,al_scip-inf-6 +739,ProviderNumber,10035 +739,HospitalName,cullman regional medical center +739,Address1,1912 alabama highway 157 +739,Address2, +739,Address3, +739,City,cullman +739,State,al +739,ZipCode,35058 +739,CountyName,cullman +739,PhoneNumber,2567372000 +739,HospitalType,acute care hospitals +739,HospitalOwner,government - hospital district or authority +739,EmergencyService,yes +739,Condition,surgical infection prevention +739,MeasureCode,scip-vte-1 +739,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +739,Score,95 +739,Sample,298 +739,Stateavg,al_scip-vte-1 +740,ProviderNumber,10035 +740,HospitalName,cullman regional medical center +740,Address1,1912 alabama highway 157 +740,Address2, +740,Address3, +740,City,cullman +740,State,al +740,ZipCode,35058 +740,CountyName,cullman +740,PhoneNumber,2567372000 +740,HospitalType,acute care hospitals +740,HospitalOwner,government - hospital district or authority +740,EmergencyService,yes +740,Condition,surgical infection prevention +740,MeasureCode,scip-vte-2 +740,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +740,Score,95 +740,Sample,298 +740,Stateavg,al_scip-vte-2 +741,ProviderNumber,10036 +741,HospitalName,andalusia regional hospital +741,Address1,849 south three notch street +741,Address2, +741,Address3, +741,City,andalusia +741,State,al +741,ZipCode,36420 +741,CountyName,covington +741,PhoneNumber,3342228466 +741,HospitalType,acute care hospitals +741,HospitalOwner,proprietary +741,EmergencyService,no +741,Condition,heart attack +741,MeasureCode,ami-1 +741,MeasureName,heart attack patients given aspirin at arrival +741,Score,100 +741,Sample,8 +741,Stateavg,al_ami-1 +742,ProviderNumber,10036 +742,HospitalName,andalusia regional hospital +742,Address1,849 south three notch street +742,Address2, +742,Address3, +742,City,andalusia +742,State,al +742,ZipCode,36420 +742,CountyName,covington +742,PhoneNumber,3342228466 +742,HospitalType,acute care hospitals +742,HospitalOwner,proprietary +742,EmergencyService,no +742,Condition,heart attack +742,MeasureCode,ami-2 +742,MeasureName,heart attack patients given aspirin at discharge +742,Score,60 +742,Sample,5 +742,Stateavg,al_ami-2 +743,ProviderNumber,10036 +743,HospitalName,andalusia regional hospital +743,Address1,849 south three notch street +743,Address2, +743,Address3, +743,City,andalusia +743,State,al +743,ZipCode,36420 +743,CountyName,covington +743,PhoneNumber,3342228466 +743,HospitalType,acute care hospitals +743,HospitalOwner,proprietary +743,EmergencyService,no +743,Condition,heart attack +743,MeasureCode,ami-3 +743,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +743,Score,100 +743,Sample,3 +743,Stateavg,al_ami-3 +744,ProviderNumber,10036 +744,HospitalName,andalusia regional hospital +744,Address1,849 south three notch street +744,Address2, +744,Address3, +744,City,andalusia +744,State,al +744,ZipCode,36420 +744,CountyName,covington +744,PhoneNumber,3342228466 +744,HospitalType,acute care hospitals +744,HospitalOwner,proprietary +744,EmergencyService,no +744,Condition,heart attack +744,MeasureCode,ami-4 +744,MeasureName,heart attack patients given smoking cessation advice/counseling +744,Score, +744,Sample,0 +744,Stateavg,al_ami-4 +745,ProviderNumber,10036 +745,HospitalName,andalusia regional hospital +745,Address1,849 south three notch street +745,Address2, +745,Address3, +745,City,andalusia +745,State,al +745,ZipCode,36420 +745,CountyName,covington +745,PhoneNumber,3342228466 +745,HospitalType,acute care hospitals +745,HospitalOwner,proprietary +745,EmergencyService,no +745,Condition,heart attack +745,MeasureCode,ami-5 +745,MeasureName,heart attack patients given beta blocker at discharge +745,Score,100 +745,Sample,6 +745,Stateavg,al_ami-5 +746,ProviderNumber,10036 +746,HospitalName,andalusia regional hospital +746,Address1,849 south three notch street +746,Address2, +746,Address3, +746,City,andalusia +746,State,al +746,ZipCode,36420 +746,CountyName,covington +746,PhoneNumber,3342228466 +746,HospitalType,acute care hospitals +746,HospitalOwner,proprietary +746,EmergencyService,no +746,Condition,heart attack +746,MeasureCode,ami-7a +746,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +746,Score, +746,Sample,0 +746,Stateavg,al_ami-7a +747,ProviderNumber,10036 +747,HospitalName,andalusia regional hospital +747,Address1,849 south three notch street +747,Address2, +747,Address3, +747,City,andalusia +747,State,al +747,ZipCode,36420 +747,CountyName,covington +747,PhoneNumber,3342228466 +747,HospitalType,acute care hospitals +747,HospitalOwner,proprietary +747,EmergencyService,no +747,Condition,heart attack +747,MeasureCode,ami-8a +747,MeasureName,heart attack patients given pci within 90 minutes of arrival +747,Score, +747,Sample,0 +747,Stateavg,al_ami-8a +748,ProviderNumber,10036 +748,HospitalName,andalusia regional hospital +748,Address1,849 south three notch street +748,Address2, +748,Address3, +748,City,andalusia +748,State,al +748,ZipCode,36420 +748,CountyName,covington +748,PhoneNumber,3342228466 +748,HospitalType,acute care hospitals +748,HospitalOwner,proprietary +748,EmergencyService,no +748,Condition,heart failure +748,MeasureCode,hf-1 +748,MeasureName,heart failure patients given discharge instructions +748,Score,100 +748,Sample,121 +748,Stateavg,al_hf-1 +749,ProviderNumber,10036 +749,HospitalName,andalusia regional hospital +749,Address1,849 south three notch street +749,Address2, +749,Address3, +749,City,andalusia +749,State,al +749,ZipCode,36420 +749,CountyName,covington +749,PhoneNumber,3342228466 +749,HospitalType,acute care hospitals +749,HospitalOwner,proprietary +749,EmergencyService,no +749,Condition,heart failure +749,MeasureCode,hf-2 +749,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +749,Score,91 +749,Sample,139 +749,Stateavg,al_hf-2 +750,ProviderNumber,10036 +750,HospitalName,andalusia regional hospital +750,Address1,849 south three notch street +750,Address2, +750,Address3, +750,City,andalusia +750,State,al +750,ZipCode,36420 +750,CountyName,covington +750,PhoneNumber,3342228466 +750,HospitalType,acute care hospitals +750,HospitalOwner,proprietary +750,EmergencyService,no +750,Condition,heart failure +750,MeasureCode,hf-3 +750,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +750,Score,86 +750,Sample,21 +750,Stateavg,al_hf-3 +751,ProviderNumber,10036 +751,HospitalName,andalusia regional hospital +751,Address1,849 south three notch street +751,Address2, +751,Address3, +751,City,andalusia +751,State,al +751,ZipCode,36420 +751,CountyName,covington +751,PhoneNumber,3342228466 +751,HospitalType,acute care hospitals +751,HospitalOwner,proprietary +751,EmergencyService,no +751,Condition,heart failure +751,MeasureCode,hf-4 +751,MeasureName,heart failure patients given smoking cessation advice/counseling +751,Score,100 +751,Sample,32 +751,Stateavg,al_hf-4 +752,ProviderNumber,10036 +752,HospitalName,andalusia regional hospital +752,Address1,849 south three notch street +752,Address2, +752,Address3, +752,City,andalusia +752,State,al +752,ZipCode,36420 +752,CountyName,covington +752,PhoneNumber,3342228466 +752,HospitalType,acute care hospitals +752,HospitalOwner,proprietary +752,EmergencyService,no +752,Condition,pneumonia +752,MeasureCode,pn-2 +752,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +752,Score,100 +752,Sample,77 +752,Stateavg,al_pn-2 +753,ProviderNumber,10036 +753,HospitalName,andalusia regional hospital +753,Address1,849 south three notch street +753,Address2, +753,Address3, +753,City,andalusia +753,State,al +753,ZipCode,36420 +753,CountyName,covington +753,PhoneNumber,3342228466 +753,HospitalType,acute care hospitals +753,HospitalOwner,proprietary +753,EmergencyService,no +753,Condition,pneumonia +753,MeasureCode,pn-3b +753,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +753,Score,89 +753,Sample,55 +753,Stateavg,al_pn-3b +754,ProviderNumber,10036 +754,HospitalName,andalusia regional hospital +754,Address1,849 south three notch street +754,Address2, +754,Address3, +754,City,andalusia +754,State,al +754,ZipCode,36420 +754,CountyName,covington +754,PhoneNumber,3342228466 +754,HospitalType,acute care hospitals +754,HospitalOwner,proprietary +754,EmergencyService,no +754,Condition,pneumonia +754,MeasureCode,pn-4 +754,MeasureName,pneumonia patients given smoking cessation advice/counseling +754,Score,100 +754,Sample,43 +754,Stateavg,al_pn-4 +755,ProviderNumber,10036 +755,HospitalName,andalusia regional hospital +755,Address1,849 south three notch street +755,Address2, +755,Address3, +755,City,andalusia +755,State,al +755,ZipCode,36420 +755,CountyName,covington +755,PhoneNumber,3342228466 +755,HospitalType,acute care hospitals +755,HospitalOwner,proprietary +755,EmergencyService,no +755,Condition,pneumonia +755,MeasureCode,pn-5c +755,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +755,Score,97 +755,Sample,93 +755,Stateavg,al_pn-5c +756,ProviderNumber,10036 +756,HospitalName,andalusia regional hospital +756,Address1,849 south three notch street +756,Address2, +756,Address3, +756,City,andalusia +756,State,al +756,ZipCode,36420 +756,CountyName,covington +756,PhoneNumber,3342228466 +756,HospitalType,acute care hospitals +756,HospitalOwner,proprietary +756,EmergencyService,no +756,Condition,pneumonia +756,MeasureCode,pn-6 +756,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +756,Score,75 +756,Sample,64 +756,Stateavg,al_pn-6 +757,ProviderNumber,10036 +757,HospitalName,andalusia regional hospital +757,Address1,849 south three notch street +757,Address2, +757,Address3, +757,City,andalusia +757,State,al +757,ZipCode,36420 +757,CountyName,covington +757,PhoneNumber,3342228466 +757,HospitalType,acute care hospitals +757,HospitalOwner,proprietary +757,EmergencyService,no +757,Condition,pneumonia +757,MeasureCode,pn-7 +757,MeasureName,pneumonia patients assessed and given influenza vaccination +757,Score,92 +757,Sample,52 +757,Stateavg,al_pn-7 +758,ProviderNumber,10036 +758,HospitalName,andalusia regional hospital +758,Address1,849 south three notch street +758,Address2, +758,Address3, +758,City,andalusia +758,State,al +758,ZipCode,36420 +758,CountyName,covington +758,PhoneNumber,3342228466 +758,HospitalType,acute care hospitals +758,HospitalOwner,proprietary +758,EmergencyService,no +758,Condition,surgical infection prevention +758,MeasureCode,scip-card-2 +758,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +758,Score,89 +758,Sample,19 +758,Stateavg,al_scip-card-2 +759,ProviderNumber,10036 +759,HospitalName,andalusia regional hospital +759,Address1,849 south three notch street +759,Address2, +759,Address3, +759,City,andalusia +759,State,al +759,ZipCode,36420 +759,CountyName,covington +759,PhoneNumber,3342228466 +759,HospitalType,acute care hospitals +759,HospitalOwner,proprietary +759,EmergencyService,no +759,Condition,surgical infection prevention +759,MeasureCode,scip-inf-1 +759,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +759,Score,97 +759,Sample,139 +759,Stateavg,al_scip-inf-1 +760,ProviderNumber,10036 +760,HospitalName,andalusia regional hospital +760,Address1,849 south three notch street +760,Address2, +760,Address3, +760,City,andalusia +760,State,al +760,ZipCode,36420 +760,CountyName,covington +760,PhoneNumber,3342228466 +760,HospitalType,acute care hospitals +760,HospitalOwner,proprietary +760,EmergencyService,no +760,Condition,surgical infection prevention +760,MeasureCode,scip-inf-2 +760,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +760,Score,88 +760,Sample,141 +760,Stateavg,al_scip-inf-2 +761,ProviderNumber,10036 +761,HospitalName,andalusia regional hospital +761,Address1,849 south three notch street +761,Address2, +761,Address3, +761,City,andalusia +761,State,al +761,ZipCode,36420 +761,CountyName,covington +761,PhoneNumber,3342228466 +761,HospitalType,acute care hospitals +761,HospitalOwner,proprietary +761,EmergencyService,no +761,Condition,surgical infection prevention +761,MeasureCode,scip-inf-3 +761,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +761,Score,99 +761,Sample,136 +761,Stateavg,al_scip-inf-3 +762,ProviderNumber,10036 +762,HospitalName,andalusia regional hospital +762,Address1,849 south three notch street +762,Address2, +762,Address3, +762,City,andalusia +762,State,al +762,ZipCode,36420 +762,CountyName,covington +762,PhoneNumber,3342228466 +762,HospitalType,acute care hospitals +762,HospitalOwner,proprietary +762,EmergencyService,no +762,Condition,surgical infection prevention +762,MeasureCode,scip-inf-4 +762,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +762,Score, +762,Sample,0 +762,Stateavg,al_scip-inf-4 +763,ProviderNumber,10036 +763,HospitalName,andalusia regional hospital +763,Address1,849 south three notch street +763,Address2, +763,Address3, +763,City,andalusia +763,State,al +763,ZipCode,36420 +763,CountyName,covington +763,PhoneNumber,3342228466 +763,HospitalType,acute care hospitals +763,HospitalOwner,proprietary +763,EmergencyService,no +763,Condition,surgical infection prevention +763,MeasureCode,scip-inf-6 +763,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +763,Score,100 +763,Sample,204 +763,Stateavg,al_scip-inf-6 +764,ProviderNumber,10036 +764,HospitalName,andalusia regional hospital +764,Address1,849 south three notch street +764,Address2, +764,Address3, +764,City,andalusia +764,State,al +764,ZipCode,36420 +764,CountyName,covington +764,PhoneNumber,3342228466 +764,HospitalType,acute care hospitals +764,HospitalOwner,proprietary +764,EmergencyService,no +764,Condition,surgical infection prevention +764,MeasureCode,scip-vte-1 +764,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +764,Score,80 +764,Sample,66 +764,Stateavg,al_scip-vte-1 +765,ProviderNumber,10036 +765,HospitalName,andalusia regional hospital +765,Address1,849 south three notch street +765,Address2, +765,Address3, +765,City,andalusia +765,State,al +765,ZipCode,36420 +765,CountyName,covington +765,PhoneNumber,3342228466 +765,HospitalType,acute care hospitals +765,HospitalOwner,proprietary +765,EmergencyService,no +765,Condition,surgical infection prevention +765,MeasureCode,scip-vte-2 +765,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +765,Score,80 +765,Sample,66 +765,Stateavg,al_scip-vte-2 +766,ProviderNumber,10038 +766,HospitalName,stringfellow memorial hospital +766,Address1,301 east 18th st +766,Address2, +766,Address3, +766,City,anniston +766,State,al +766,ZipCode,36201 +766,CountyName,calhoun +766,PhoneNumber,2562358900 +766,HospitalType,acute care hospitals +766,HospitalOwner,proprietary +766,EmergencyService,yes +766,Condition,children s asthma care +766,MeasureCode,cac-1 +766,MeasureName,children who received reliever medication while hospitalized for asthma +766,Score,100 +766,Sample,9 +766,Stateavg,al_cac-1 +767,ProviderNumber,10038 +767,HospitalName,stringfellow memorial hospital +767,Address1,301 east 18th st +767,Address2, +767,Address3, +767,City,anniston +767,State,al +767,ZipCode,36201 +767,CountyName,calhoun +767,PhoneNumber,2562358900 +767,HospitalType,acute care hospitals +767,HospitalOwner,proprietary +767,EmergencyService,yes +767,Condition,surgical infection prevention +767,MeasureCode,scip-inf-1 +767,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +767,Score,99 +767,Sample,96 +767,Stateavg,al_scip-inf-1 +768,ProviderNumber,10038 +768,HospitalName,stringfellow memorial hospital +768,Address1,301 east 18th st +768,Address2, +768,Address3, +768,City,anniston +768,State,al +768,ZipCode,36201 +768,CountyName,calhoun +768,PhoneNumber,2562358900 +768,HospitalType,acute care hospitals +768,HospitalOwner,proprietary +768,EmergencyService,yes +768,Condition,surgical infection prevention +768,MeasureCode,scip-inf-2 +768,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +768,Score,93 +768,Sample,98 +768,Stateavg,al_scip-inf-2 +769,ProviderNumber,10038 +769,HospitalName,stringfellow memorial hospital +769,Address1,301 east 18th st +769,Address2, +769,Address3, +769,City,anniston +769,State,al +769,ZipCode,36201 +769,CountyName,calhoun +769,PhoneNumber,2562358900 +769,HospitalType,acute care hospitals +769,HospitalOwner,proprietary +769,EmergencyService,yes +769,Condition,surgical infection prevention +769,MeasureCode,scip-inf-3 +769,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +769,Score,93 +769,Sample,95 +769,Stateavg,al_scip-inf-3 +770,ProviderNumber,10038 +770,HospitalName,stringfellow memorial hospital +770,Address1,301 east 18th st +770,Address2, +770,Address3, +770,City,anniston +770,State,al +770,ZipCode,36201 +770,CountyName,calhoun +770,PhoneNumber,2562358900 +770,HospitalType,acute care hospitals +770,HospitalOwner,proprietary +770,EmergencyService,yes +770,Condition,surgical infection prevention +770,MeasureCode,scip-inf-4 +770,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +770,Score, +770,Sample,0 +770,Stateavg,al_scip-inf-4 +771,ProviderNumber,10038 +771,HospitalName,stringfellow memorial hospital +771,Address1,301 east 18th st +771,Address2, +771,Address3, +771,City,anniston +771,State,al +771,ZipCode,36201 +771,CountyName,calhoun +771,PhoneNumber,2562358900 +771,HospitalType,acute care hospitals +771,HospitalOwner,proprietary +771,EmergencyService,yes +771,Condition,surgical infection prevention +771,MeasureCode,scip-inf-6 +771,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +771,Score,100 +771,Sample,195 +771,Stateavg,al_scip-inf-6 +772,ProviderNumber,10038 +772,HospitalName,stringfellow memorial hospital +772,Address1,301 east 18th st +772,Address2, +772,Address3, +772,City,anniston +772,State,al +772,ZipCode,36201 +772,CountyName,calhoun +772,PhoneNumber,2562358900 +772,HospitalType,acute care hospitals +772,HospitalOwner,proprietary +772,EmergencyService,yes +772,Condition,surgical infection prevention +772,MeasureCode,scip-vte-1 +772,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +772,Score,90 +772,Sample,117 +772,Stateavg,al_scip-vte-1 +773,ProviderNumber,10038 +773,HospitalName,stringfellow memorial hospital +773,Address1,301 east 18th st +773,Address2, +773,Address3, +773,City,anniston +773,State,al +773,ZipCode,36201 +773,CountyName,calhoun +773,PhoneNumber,2562358900 +773,HospitalType,acute care hospitals +773,HospitalOwner,proprietary +773,EmergencyService,yes +773,Condition,surgical infection prevention +773,MeasureCode,scip-vte-2 +773,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +773,Score,89 +773,Sample,116 +773,Stateavg,al_scip-vte-2 +774,ProviderNumber,10039 +774,HospitalName,huntsville hospital +774,Address1,101 sivley rd +774,Address2, +774,Address3, +774,City,huntsville +774,State,al +774,ZipCode,35801 +774,CountyName,madison +774,PhoneNumber,2562651000 +774,HospitalType,acute care hospitals +774,HospitalOwner,government - hospital district or authority +774,EmergencyService,yes +774,Condition,children s asthma care +774,MeasureCode,cac-1 +774,MeasureName,children who received reliever medication while hospitalized for asthma +774,Score,100 +774,Sample,193 +774,Stateavg,al_cac-1 +775,ProviderNumber,10039 +775,HospitalName,huntsville hospital +775,Address1,101 sivley rd +775,Address2, +775,Address3, +775,City,huntsville +775,State,al +775,ZipCode,35801 +775,CountyName,madison +775,PhoneNumber,2562651000 +775,HospitalType,acute care hospitals +775,HospitalOwner,government - hospital district or authority +775,EmergencyService,yes +775,Condition,children s asthma care +775,MeasureCode,cac-2 +775,MeasureName,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma +775,Score,98 +775,Sample,193 +775,Stateavg,al_cac-2 +776,ProviderNumber,10039 +776,HospitalName,huntsville hospital +776,Address1,101 sivley rd +776,Address2, +776,Address3, +776,City,huntsville +776,State,al +776,ZipCode,35801 +776,CountyName,madison +776,PhoneNumber,2562651000 +776,HospitalType,acute care hospitals +776,HospitalOwner,government - hospital district or authority +776,EmergencyService,yes +776,Condition,children s asthma care +776,MeasureCode,cac-3 +776,MeasureName,children and their caregivers who received a home management plan of care document while hospitalized for asthma +776,Score,14 +776,Sample,193 +776,Stateavg,al_cac-3 +777,ProviderNumber,10039 +777,HospitalName,huntsville hospital +777,Address1,101 sivley rd +777,Address2, +777,Address3, +777,City,huntsville +777,State,al +777,ZipCode,35801 +777,CountyName,madison +777,PhoneNumber,2562651000 +777,HospitalType,acute care hospitals +777,HospitalOwner,government - hospital district or authority +777,EmergencyService,yes +777,Condition,heart attack +777,MeasureCode,ami-1 +777,MeasureName,heart attack patients given aspirin at arrival +777,Score,98 +777,Sample,155 +777,Stateavg,al_ami-1 +778,ProviderNumber,10039 +778,HospitalName,huntsville hospital +778,Address1,101 sivley rd +778,Address2, +778,Address3, +778,City,huntsville +778,State,al +778,ZipCode,35801 +778,CountyName,madison +778,PhoneNumber,2562651000 +778,HospitalType,acute care hospitals +778,HospitalOwner,government - hospital district or authority +778,EmergencyService,yes +778,Condition,heart attack +778,MeasureCode,ami-2 +778,MeasureName,heart attack patients given aspirin at discharge +778,Score,100 +778,Sample,323 +778,Stateavg,al_ami-2 +779,ProviderNumber,10039 +779,HospitalName,huntsville hospital +779,Address1,101 sivley rd +779,Address2, +779,Address3, +779,City,huntsville +779,State,al +779,ZipCode,35801 +779,CountyName,madison +779,PhoneNumber,2562651000 +779,HospitalType,acute care hospitals +779,HospitalOwner,government - hospital district or authority +779,EmergencyService,yes +779,Condition,heart attack +779,MeasureCode,ami-3 +779,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +779,Score,97 +779,Sample,77 +779,Stateavg,al_ami-3 +780,ProviderNumber,10039 +780,HospitalName,huntsville hospital +780,Address1,101 sivley rd +780,Address2, +780,Address3, +780,City,huntsville +780,State,al +780,ZipCode,35801 +780,CountyName,madison +780,PhoneNumber,2562651000 +780,HospitalType,acute care hospitals +780,HospitalOwner,government - hospital district or authority +780,EmergencyService,yes +780,Condition,heart attack +780,MeasureCode,ami-4 +780,MeasureName,heart attack patients given smoking cessation advice/counseling +780,Score,100 +780,Sample,135 +780,Stateavg,al_ami-4 +781,ProviderNumber,10039 +781,HospitalName,huntsville hospital +781,Address1,101 sivley rd +781,Address2, +781,Address3, +781,City,huntsville +781,State,al +781,ZipCode,35801 +781,CountyName,madison +781,PhoneNumber,2562651000 +781,HospitalType,acute care hospitals +781,HospitalOwner,government - hospital district or authority +781,EmergencyService,yes +781,Condition,heart attack +781,MeasureCode,ami-5 +781,MeasureName,heart attack patients given beta blocker at discharge +781,Score,100 +781,Sample,301 +781,Stateavg,al_ami-5 +782,ProviderNumber,10039 +782,HospitalName,huntsville hospital +782,Address1,101 sivley rd +782,Address2, +782,Address3, +782,City,huntsville +782,State,al +782,ZipCode,35801 +782,CountyName,madison +782,PhoneNumber,2562651000 +782,HospitalType,acute care hospitals +782,HospitalOwner,government - hospital district or authority +782,EmergencyService,yes +782,Condition,heart attack +782,MeasureCode,ami-7a +782,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +782,Score, +782,Sample,0 +782,Stateavg,al_ami-7a +783,ProviderNumber,10039 +783,HospitalName,huntsville hospital +783,Address1,101 sivley rd +783,Address2, +783,Address3, +783,City,huntsville +783,State,al +783,ZipCode,35801 +783,CountyName,madison +783,PhoneNumber,2562651000 +783,HospitalType,acute care hospitals +783,HospitalOwner,government - hospital district or authority +783,EmergencyService,yes +783,Condition,heart attack +783,MeasureCode,ami-8a +783,MeasureName,heart attack patients given pci within 90 minutes of arrival +783,Score,82 +783,Sample,44 +783,Stateavg,al_ami-8a +784,ProviderNumber,10039 +784,HospitalName,huntsville hospital +784,Address1,101 sivley rd +784,Address2, +784,Address3, +784,City,huntsville +784,State,al +784,ZipCode,35801 +784,CountyName,madison +784,PhoneNumber,2562651000 +784,HospitalType,acute care hospitals +784,HospitalOwner,government - hospital district or authority +784,EmergencyService,yes +784,Condition,heart failure +784,MeasureCode,hf-1 +784,MeasureName,heart failure patients given discharge instructions +784,Score,72 +784,Sample,264 +784,Stateavg,al_hf-1 +785,ProviderNumber,10039 +785,HospitalName,huntsville hospital +785,Address1,101 sivley rd +785,Address2, +785,Address3, +785,City,huntsville +785,State,al +785,ZipCode,35801 +785,CountyName,madison +785,PhoneNumber,2562651000 +785,HospitalType,acute care hospitals +785,HospitalOwner,government - hospital district or authority +785,EmergencyService,yes +785,Condition,heart failure +785,MeasureCode,hf-2 +785,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +785,Score,95 +785,Sample,303 +785,Stateavg,al_hf-2 +786,ProviderNumber,10039 +786,HospitalName,huntsville hospital +786,Address1,101 sivley rd +786,Address2, +786,Address3, +786,City,huntsville +786,State,al +786,ZipCode,35801 +786,CountyName,madison +786,PhoneNumber,2562651000 +786,HospitalType,acute care hospitals +786,HospitalOwner,government - hospital district or authority +786,EmergencyService,yes +786,Condition,heart failure +786,MeasureCode,hf-3 +786,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +786,Score,98 +786,Sample,102 +786,Stateavg,al_hf-3 +787,ProviderNumber,10039 +787,HospitalName,huntsville hospital +787,Address1,101 sivley rd +787,Address2, +787,Address3, +787,City,huntsville +787,State,al +787,ZipCode,35801 +787,CountyName,madison +787,PhoneNumber,2562651000 +787,HospitalType,acute care hospitals +787,HospitalOwner,government - hospital district or authority +787,EmergencyService,yes +787,Condition,heart failure +787,MeasureCode,hf-4 +787,MeasureName,heart failure patients given smoking cessation advice/counseling +787,Score,100 +787,Sample,51 +787,Stateavg,al_hf-4 +788,ProviderNumber,10039 +788,HospitalName,huntsville hospital +788,Address1,101 sivley rd +788,Address2, +788,Address3, +788,City,huntsville +788,State,al +788,ZipCode,35801 +788,CountyName,madison +788,PhoneNumber,2562651000 +788,HospitalType,acute care hospitals +788,HospitalOwner,government - hospital district or authority +788,EmergencyService,yes +788,Condition,pneumonia +788,MeasureCode,pn-2 +788,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +788,Score,96 +788,Sample,509 +788,Stateavg,al_pn-2 +789,ProviderNumber,10039 +789,HospitalName,huntsville hospital +789,Address1,101 sivley rd +789,Address2, +789,Address3, +789,City,huntsville +789,State,al +789,ZipCode,35801 +789,CountyName,madison +789,PhoneNumber,2562651000 +789,HospitalType,acute care hospitals +789,HospitalOwner,government - hospital district or authority +789,EmergencyService,yes +789,Condition,pneumonia +789,MeasureCode,pn-3b +789,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +789,Score,99 +789,Sample,496 +789,Stateavg,al_pn-3b +790,ProviderNumber,10039 +790,HospitalName,huntsville hospital +790,Address1,101 sivley rd +790,Address2, +790,Address3, +790,City,huntsville +790,State,al +790,ZipCode,35801 +790,CountyName,madison +790,PhoneNumber,2562651000 +790,HospitalType,acute care hospitals +790,HospitalOwner,government - hospital district or authority +790,EmergencyService,yes +790,Condition,pneumonia +790,MeasureCode,pn-4 +790,MeasureName,pneumonia patients given smoking cessation advice/counseling +790,Score,97 +790,Sample,294 +790,Stateavg,al_pn-4 +791,ProviderNumber,10039 +791,HospitalName,huntsville hospital +791,Address1,101 sivley rd +791,Address2, +791,Address3, +791,City,huntsville +791,State,al +791,ZipCode,35801 +791,CountyName,madison +791,PhoneNumber,2562651000 +791,HospitalType,acute care hospitals +791,HospitalOwner,government - hospital district or authority +791,EmergencyService,yes +791,Condition,pneumonia +791,MeasureCode,pn-5c +791,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +791,Score,93 +791,Sample,511 +791,Stateavg,al_pn-5c +792,ProviderNumber,10039 +792,HospitalName,huntsville hospital +792,Address1,101 sivley rd +792,Address2, +792,Address3, +792,City,huntsville +792,State,al +792,ZipCode,35801 +792,CountyName,madison +792,PhoneNumber,2562651000 +792,HospitalType,acute care hospitals +792,HospitalOwner,government - hospital district or authority +792,EmergencyService,yes +792,Condition,pneumonia +792,MeasureCode,pn-6 +792,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +792,Score,89 +792,Sample,313 +792,Stateavg,al_pn-6 +793,ProviderNumber,10039 +793,HospitalName,huntsville hospital +793,Address1,101 sivley rd +793,Address2, +793,Address3, +793,City,huntsville +793,State,al +793,ZipCode,35801 +793,CountyName,madison +793,PhoneNumber,2562651000 +793,HospitalType,acute care hospitals +793,HospitalOwner,government - hospital district or authority +793,EmergencyService,yes +793,Condition,pneumonia +793,MeasureCode,pn-7 +793,MeasureName,pneumonia patients assessed and given influenza vaccination +793,Score,89 +793,Sample,409 +793,Stateavg,al_pn-7 +794,ProviderNumber,10039 +794,HospitalName,huntsville hospital +794,Address1,101 sivley rd +794,Address2, +794,Address3, +794,City,huntsville +794,State,al +794,ZipCode,35801 +794,CountyName,madison +794,PhoneNumber,2562651000 +794,HospitalType,acute care hospitals +794,HospitalOwner,government - hospital district or authority +794,EmergencyService,yes +794,Condition,surgical infection prevention +794,MeasureCode,scip-card-2 +794,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +794,Score,90 +794,Sample,123 +794,Stateavg,al_scip-card-2 +795,ProviderNumber,10039 +795,HospitalName,huntsville hospital +795,Address1,101 sivley rd +795,Address2, +795,Address3, +795,City,huntsville +795,State,al +795,ZipCode,35801 +795,CountyName,madison +795,PhoneNumber,2562651000 +795,HospitalType,acute care hospitals +795,HospitalOwner,government - hospital district or authority +795,EmergencyService,yes +795,Condition,surgical infection prevention +795,MeasureCode,scip-inf-1 +795,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +795,Score,95 +795,Sample,601 +795,Stateavg,al_scip-inf-1 +796,ProviderNumber,10039 +796,HospitalName,huntsville hospital +796,Address1,101 sivley rd +796,Address2, +796,Address3, +796,City,huntsville +796,State,al +796,ZipCode,35801 +796,CountyName,madison +796,PhoneNumber,2562651000 +796,HospitalType,acute care hospitals +796,HospitalOwner,government - hospital district or authority +796,EmergencyService,yes +796,Condition,surgical infection prevention +796,MeasureCode,scip-inf-2 +796,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +796,Score,99 +796,Sample,603 +796,Stateavg,al_scip-inf-2 +797,ProviderNumber,10039 +797,HospitalName,huntsville hospital +797,Address1,101 sivley rd +797,Address2, +797,Address3, +797,City,huntsville +797,State,al +797,ZipCode,35801 +797,CountyName,madison +797,PhoneNumber,2562651000 +797,HospitalType,acute care hospitals +797,HospitalOwner,government - hospital district or authority +797,EmergencyService,yes +797,Condition,surgical infection prevention +797,MeasureCode,scip-inf-3 +797,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +797,Score,93 +797,Sample,561 +797,Stateavg,al_scip-inf-3 +798,ProviderNumber,10039 +798,HospitalName,huntsville hospital +798,Address1,101 sivley rd +798,Address2, +798,Address3, +798,City,huntsville +798,State,al +798,ZipCode,35801 +798,CountyName,madison +798,PhoneNumber,2562651000 +798,HospitalType,acute care hospitals +798,HospitalOwner,government - hospital district or authority +798,EmergencyService,yes +798,Condition,surgical infection prevention +798,MeasureCode,scip-inf-4 +798,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +798,Score,95 +798,Sample,149 +798,Stateavg,al_scip-inf-4 +799,ProviderNumber,10039 +799,HospitalName,huntsville hospital +799,Address1,101 sivley rd +799,Address2, +799,Address3, +799,City,huntsville +799,State,al +799,ZipCode,35801 +799,CountyName,madison +799,PhoneNumber,2562651000 +799,HospitalType,acute care hospitals +799,HospitalOwner,government - hospital district or authority +799,EmergencyService,yes +799,Condition,surgical infection prevention +799,MeasureCode,scip-inf-6 +799,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +799,Score,99 +799,Sample,852 +799,Stateavg,al_scip-inf-6 +800,ProviderNumber,10039 +800,HospitalName,huntsville hospital +800,Address1,101 sivley rd +800,Address2, +800,Address3, +800,City,huntsville +800,State,al +800,ZipCode,35801 +800,CountyName,madison +800,PhoneNumber,2562651000 +800,HospitalType,acute care hospitals +800,HospitalOwner,government - hospital district or authority +800,EmergencyService,yes +800,Condition,surgical infection prevention +800,MeasureCode,scip-vte-1 +800,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +800,Score,93 +800,Sample,269 +800,Stateavg,al_scip-vte-1 +801,ProviderNumber,10039 +801,HospitalName,huntsville hospital +801,Address1,101 sivley rd +801,Address2, +801,Address3, +801,City,huntsville +801,State,al +801,ZipCode,35801 +801,CountyName,madison +801,PhoneNumber,2562651000 +801,HospitalType,acute care hospitals +801,HospitalOwner,government - hospital district or authority +801,EmergencyService,yes +801,Condition,surgical infection prevention +801,MeasureCode,scip-vte-2 +801,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +801,Score,90 +801,Sample,269 +801,Stateavg,al_scip-vte-2 +802,ProviderNumber,10040 +802,HospitalName,gadsden regional medical center +802,Address1,1007 goodyear avenue +802,Address2, +802,Address3, +802,City,gadsden +802,State,al +802,ZipCode,35903 +802,CountyName,etowah +802,PhoneNumber,2564944000 +802,HospitalType,acute care hospitals +802,HospitalOwner,proprietary +802,EmergencyService,yes +802,Condition,heart attack +802,MeasureCode,ami-1 +802,MeasureName,heart attack patients given aspirin at arrival +802,Score,94 +802,Sample,123 +802,Stateavg,al_ami-1 +803,ProviderNumber,10040 +803,HospitalName,gadsden regional medical center +803,Address1,1007 goodyear avenue +803,Address2, +803,Address3, +803,City,gadsden +803,State,al +803,ZipCode,35903 +803,CountyName,etowah +803,PhoneNumber,2564944000 +803,HospitalType,acute care hospitals +803,HospitalOwner,proprietary +803,EmergencyService,yes +803,Condition,heart attack +803,MeasureCode,ami-2 +803,MeasureName,heart attack patients given aspirin at discharge +803,Score,99 +803,Sample,134 +803,Stateavg,al_ami-2 +804,ProviderNumber,10040 +804,HospitalName,gadsden regional medical center +804,Address1,1007 goodyear avenue +804,Address2, +804,Address3, +804,City,gadsden +804,State,al +804,ZipCode,35903 +804,CountyName,etowah +804,PhoneNumber,2564944000 +804,HospitalType,acute care hospitals +804,HospitalOwner,proprietary +804,EmergencyService,yes +804,Condition,heart attack +804,MeasureCode,ami-3 +804,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +804,Score,89 +804,Sample,18 +804,Stateavg,al_ami-3 +805,ProviderNumber,10040 +805,HospitalName,gadsden regional medical center +805,Address1,1007 goodyear avenue +805,Address2, +805,Address3, +805,City,gadsden +805,State,al +805,ZipCode,35903 +805,CountyName,etowah +805,PhoneNumber,2564944000 +805,HospitalType,acute care hospitals +805,HospitalOwner,proprietary +805,EmergencyService,yes +805,Condition,heart attack +805,MeasureCode,ami-4 +805,MeasureName,heart attack patients given smoking cessation advice/counseling +805,Score,100 +805,Sample,79 +805,Stateavg,al_ami-4 +806,ProviderNumber,10040 +806,HospitalName,gadsden regional medical center +806,Address1,1007 goodyear avenue +806,Address2, +806,Address3, +806,City,gadsden +806,State,al +806,ZipCode,35903 +806,CountyName,etowah +806,PhoneNumber,2564944000 +806,HospitalType,acute care hospitals +806,HospitalOwner,proprietary +806,EmergencyService,yes +806,Condition,heart attack +806,MeasureCode,ami-5 +806,MeasureName,heart attack patients given beta blocker at discharge +806,Score,95 +806,Sample,117 +806,Stateavg,al_ami-5 +807,ProviderNumber,10040 +807,HospitalName,gadsden regional medical center +807,Address1,1007 goodyear avenue +807,Address2, +807,Address3, +807,City,gadsden +807,State,al +807,ZipCode,35903 +807,CountyName,etowah +807,PhoneNumber,2564944000 +807,HospitalType,acute care hospitals +807,HospitalOwner,proprietary +807,EmergencyService,yes +807,Condition,heart attack +807,MeasureCode,ami-7a +807,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +807,Score,68 +807,Sample,25 +807,Stateavg,al_ami-7a +808,ProviderNumber,10040 +808,HospitalName,gadsden regional medical center +808,Address1,1007 goodyear avenue +808,Address2, +808,Address3, +808,City,gadsden +808,State,al +808,ZipCode,35903 +808,CountyName,etowah +808,PhoneNumber,2564944000 +808,HospitalType,acute care hospitals +808,HospitalOwner,proprietary +808,EmergencyService,yes +808,Condition,heart attack +808,MeasureCode,ami-8a +808,MeasureName,heart attack patients given pci within 90 minutes of arrival +808,Score,83 +808,Sample,12 +808,Stateavg,al_ami-8a +809,ProviderNumber,10040 +809,HospitalName,gadsden regional medical center +809,Address1,1007 goodyear avenue +809,Address2, +809,Address3, +809,City,gadsden +809,State,al +809,ZipCode,35903 +809,CountyName,etowah +809,PhoneNumber,2564944000 +809,HospitalType,acute care hospitals +809,HospitalOwner,proprietary +809,EmergencyService,yes +809,Condition,heart failure +809,MeasureCode,hf-1 +809,MeasureName,heart failure patients given discharge instructions +809,Score,47 +809,Sample,211 +809,Stateavg,al_hf-1 +810,ProviderNumber,10040 +810,HospitalName,gadsden regional medical center +810,Address1,1007 goodyear avenue +810,Address2, +810,Address3, +810,City,gadsden +810,State,al +810,ZipCode,35903 +810,CountyName,etowah +810,PhoneNumber,2564944000 +810,HospitalType,acute care hospitals +810,HospitalOwner,proprietary +810,EmergencyService,yes +810,Condition,heart failure +810,MeasureCode,hf-2 +810,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +810,Score,100 +810,Sample,259 +810,Stateavg,al_hf-2 +811,ProviderNumber,10040 +811,HospitalName,gadsden regional medical center +811,Address1,1007 goodyear avenue +811,Address2, +811,Address3, +811,City,gadsden +811,State,al +811,ZipCode,35903 +811,CountyName,etowah +811,PhoneNumber,2564944000 +811,HospitalType,acute care hospitals +811,HospitalOwner,proprietary +811,EmergencyService,yes +811,Condition,heart failure +811,MeasureCode,hf-3 +811,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +811,Score,93 +811,Sample,69 +811,Stateavg,al_hf-3 +812,ProviderNumber,10040 +812,HospitalName,gadsden regional medical center +812,Address1,1007 goodyear avenue +812,Address2, +812,Address3, +812,City,gadsden +812,State,al +812,ZipCode,35903 +812,CountyName,etowah +812,PhoneNumber,2564944000 +812,HospitalType,acute care hospitals +812,HospitalOwner,proprietary +812,EmergencyService,yes +812,Condition,heart failure +812,MeasureCode,hf-4 +812,MeasureName,heart failure patients given smoking cessation advice/counseling +812,Score,100 +812,Sample,70 +812,Stateavg,al_hf-4 +813,ProviderNumber,10040 +813,HospitalName,gadsden regional medical center +813,Address1,1007 goodyear avenue +813,Address2, +813,Address3, +813,City,gadsden +813,State,al +813,ZipCode,35903 +813,CountyName,etowah +813,PhoneNumber,2564944000 +813,HospitalType,acute care hospitals +813,HospitalOwner,proprietary +813,EmergencyService,yes +813,Condition,pneumonia +813,MeasureCode,pn-2 +813,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +813,Score,96 +813,Sample,255 +813,Stateavg,al_pn-2 +814,ProviderNumber,10040 +814,HospitalName,gadsden regional medical center +814,Address1,1007 goodyear avenue +814,Address2, +814,Address3, +814,City,gadsden +814,State,al +814,ZipCode,35903 +814,CountyName,etowah +814,PhoneNumber,2564944000 +814,HospitalType,acute care hospitals +814,HospitalOwner,proprietary +814,EmergencyService,yes +814,Condition,pneumonia +814,MeasureCode,pn-3b +814,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +814,Score,96 +814,Sample,187 +814,Stateavg,al_pn-3b +815,ProviderNumber,10040 +815,HospitalName,gadsden regional medical center +815,Address1,1007 goodyear avenue +815,Address2, +815,Address3, +815,City,gadsden +815,State,al +815,ZipCode,35903 +815,CountyName,etowah +815,PhoneNumber,2564944000 +815,HospitalType,acute care hospitals +815,HospitalOwner,proprietary +815,EmergencyService,yes +815,Condition,pneumonia +815,MeasureCode,pn-4 +815,MeasureName,pneumonia patients given smoking cessation advice/counseling +815,Score,100 +815,Sample,130 +815,Stateavg,al_pn-4 +816,ProviderNumber,10040 +816,HospitalName,gadsden regional medical center +816,Address1,1007 goodyear avenue +816,Address2, +816,Address3, +816,City,gadsden +816,State,al +816,ZipCode,35903 +816,CountyName,etowah +816,PhoneNumber,2564944000 +816,HospitalType,acute care hospitals +816,HospitalOwner,proprietary +816,EmergencyService,yes +816,Condition,pneumonia +816,MeasureCode,pn-5c +816,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +816,Score,94 +816,Sample,266 +816,Stateavg,al_pn-5c +817,ProviderNumber,10040 +817,HospitalName,gadsden regional medical center +817,Address1,1007 goodyear avenue +817,Address2, +817,Address3, +817,City,gadsden +817,State,al +817,ZipCode,35903 +817,CountyName,etowah +817,PhoneNumber,2564944000 +817,HospitalType,acute care hospitals +817,HospitalOwner,proprietary +817,EmergencyService,yes +817,Condition,pneumonia +817,MeasureCode,pn-6 +817,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +817,Score,89 +817,Sample,153 +817,Stateavg,al_pn-6 +818,ProviderNumber,10040 +818,HospitalName,gadsden regional medical center +818,Address1,1007 goodyear avenue +818,Address2, +818,Address3, +818,City,gadsden +818,State,al +818,ZipCode,35903 +818,CountyName,etowah +818,PhoneNumber,2564944000 +818,HospitalType,acute care hospitals +818,HospitalOwner,proprietary +818,EmergencyService,yes +818,Condition,pneumonia +818,MeasureCode,pn-7 +818,MeasureName,pneumonia patients assessed and given influenza vaccination +818,Score,96 +818,Sample,187 +818,Stateavg,al_pn-7 +819,ProviderNumber,10040 +819,HospitalName,gadsden regional medical center +819,Address1,1007 goodyear avenue +819,Address2, +819,Address3, +819,City,gadsden +819,State,al +819,ZipCode,35903 +819,CountyName,etowah +819,PhoneNumber,2564944000 +819,HospitalType,acute care hospitals +819,HospitalOwner,proprietary +819,EmergencyService,yes +819,Condition,surgical infection prevention +819,MeasureCode,scip-card-2 +819,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +819,Score,91 +819,Sample,109 +819,Stateavg,al_scip-card-2 +820,ProviderNumber,10040 +820,HospitalName,gadsden regional medical center +820,Address1,1007 goodyear avenue +820,Address2, +820,Address3, +820,City,gadsden +820,State,al +820,ZipCode,35903 +820,CountyName,etowah +820,PhoneNumber,2564944000 +820,HospitalType,acute care hospitals +820,HospitalOwner,proprietary +820,EmergencyService,yes +820,Condition,surgical infection prevention +820,MeasureCode,scip-inf-1 +820,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +820,Score,98 +820,Sample,557 +820,Stateavg,al_scip-inf-1 +821,ProviderNumber,10040 +821,HospitalName,gadsden regional medical center +821,Address1,1007 goodyear avenue +821,Address2, +821,Address3, +821,City,gadsden +821,State,al +821,ZipCode,35903 +821,CountyName,etowah +821,PhoneNumber,2564944000 +821,HospitalType,acute care hospitals +821,HospitalOwner,proprietary +821,EmergencyService,yes +821,Condition,surgical infection prevention +821,MeasureCode,scip-inf-2 +821,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +821,Score,97 +821,Sample,564 +821,Stateavg,al_scip-inf-2 +822,ProviderNumber,10040 +822,HospitalName,gadsden regional medical center +822,Address1,1007 goodyear avenue +822,Address2, +822,Address3, +822,City,gadsden +822,State,al +822,ZipCode,35903 +822,CountyName,etowah +822,PhoneNumber,2564944000 +822,HospitalType,acute care hospitals +822,HospitalOwner,proprietary +822,EmergencyService,yes +822,Condition,surgical infection prevention +822,MeasureCode,scip-inf-3 +822,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +822,Score,90 +822,Sample,520 +822,Stateavg,al_scip-inf-3 +823,ProviderNumber,10040 +823,HospitalName,gadsden regional medical center +823,Address1,1007 goodyear avenue +823,Address2, +823,Address3, +823,City,gadsden +823,State,al +823,ZipCode,35903 +823,CountyName,etowah +823,PhoneNumber,2564944000 +823,HospitalType,acute care hospitals +823,HospitalOwner,proprietary +823,EmergencyService,yes +823,Condition,surgical infection prevention +823,MeasureCode,scip-inf-4 +823,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +823,Score,94 +823,Sample,186 +823,Stateavg,al_scip-inf-4 +824,ProviderNumber,10040 +824,HospitalName,gadsden regional medical center +824,Address1,1007 goodyear avenue +824,Address2, +824,Address3, +824,City,gadsden +824,State,al +824,ZipCode,35903 +824,CountyName,etowah +824,PhoneNumber,2564944000 +824,HospitalType,acute care hospitals +824,HospitalOwner,proprietary +824,EmergencyService,yes +824,Condition,surgical infection prevention +824,MeasureCode,scip-inf-6 +824,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +824,Score,100 +824,Sample,854 +824,Stateavg,al_scip-inf-6 +825,ProviderNumber,10040 +825,HospitalName,gadsden regional medical center +825,Address1,1007 goodyear avenue +825,Address2, +825,Address3, +825,City,gadsden +825,State,al +825,ZipCode,35903 +825,CountyName,etowah +825,PhoneNumber,2564944000 +825,HospitalType,acute care hospitals +825,HospitalOwner,proprietary +825,EmergencyService,yes +825,Condition,surgical infection prevention +825,MeasureCode,scip-vte-1 +825,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +825,Score,95 +825,Sample,315 +825,Stateavg,al_scip-vte-1 +826,ProviderNumber,10040 +826,HospitalName,gadsden regional medical center +826,Address1,1007 goodyear avenue +826,Address2, +826,Address3, +826,City,gadsden +826,State,al +826,ZipCode,35903 +826,CountyName,etowah +826,PhoneNumber,2564944000 +826,HospitalType,acute care hospitals +826,HospitalOwner,proprietary +826,EmergencyService,yes +826,Condition,surgical infection prevention +826,MeasureCode,scip-vte-2 +826,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +826,Score,87 +826,Sample,315 +826,Stateavg,al_scip-vte-2 +827,ProviderNumber,10043 +827,HospitalName,chilton medical center +827,Address1,1010 lay dam road +827,Address2, +827,Address3, +827,City,clanton +827,State,al +827,ZipCode,35045 +827,CountyName,chilton +827,PhoneNumber,2057552500 +827,HospitalType,acute care hospitals +827,HospitalOwner,voluntary non-profit - private +827,EmergencyService,yes +827,Condition,heart attack +827,MeasureCode,ami-1 +827,MeasureName,heart attack patients given aspirin at arrival +827,Score,100 +827,Sample,1 +827,Stateavg,al_ami-1 +828,ProviderNumber,10043 +828,HospitalName,chilton medical center +828,Address1,1010 lay dam road +828,Address2, +828,Address3, +828,City,clanton +828,State,al +828,ZipCode,35045 +828,CountyName,chilton +828,PhoneNumber,2057552500 +828,HospitalType,acute care hospitals +828,HospitalOwner,voluntary non-profit - private +828,EmergencyService,yes +828,Condition,heart attack +828,MeasureCode,ami-2 +828,MeasureName,heart attack patients given aspirin at discharge +828,Score,100 +828,Sample,1 +828,Stateavg,al_ami-2 +829,ProviderNumber,10043 +829,HospitalName,chilton medical center +829,Address1,1010 lay dam road +829,Address2, +829,Address3, +829,City,clanton +829,State,al +829,ZipCode,35045 +829,CountyName,chilton +829,PhoneNumber,2057552500 +829,HospitalType,acute care hospitals +829,HospitalOwner,voluntary non-profit - private +829,EmergencyService,yes +829,Condition,heart attack +829,MeasureCode,ami-3 +829,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +829,Score,100 +829,Sample,1 +829,Stateavg,al_ami-3 +830,ProviderNumber,10043 +830,HospitalName,chilton medical center +830,Address1,1010 lay dam road +830,Address2, +830,Address3, +830,City,clanton +830,State,al +830,ZipCode,35045 +830,CountyName,chilton +830,PhoneNumber,2057552500 +830,HospitalType,acute care hospitals +830,HospitalOwner,voluntary non-profit - private +830,EmergencyService,yes +830,Condition,heart attack +830,MeasureCode,ami-4 +830,MeasureName,heart attack patients given smoking cessation advice/counseling +830,Score, +830,Sample,0 +830,Stateavg,al_ami-4 +831,ProviderNumber,10043 +831,HospitalName,chilton medical center +831,Address1,1010 lay dam road +831,Address2, +831,Address3, +831,City,clanton +831,State,al +831,ZipCode,35045 +831,CountyName,chilton +831,PhoneNumber,2057552500 +831,HospitalType,acute care hospitals +831,HospitalOwner,voluntary non-profit - private +831,EmergencyService,yes +831,Condition,heart attack +831,MeasureCode,ami-5 +831,MeasureName,heart attack patients given beta blocker at discharge +831,Score,100 +831,Sample,1 +831,Stateavg,al_ami-5 +832,ProviderNumber,10043 +832,HospitalName,chilton medical center +832,Address1,1010 lay dam road +832,Address2, +832,Address3, +832,City,clanton +832,State,al +832,ZipCode,35045 +832,CountyName,chilton +832,PhoneNumber,2057552500 +832,HospitalType,acute care hospitals +832,HospitalOwner,voluntary non-profit - private +832,EmergencyService,yes +832,Condition,heart attack +832,MeasureCode,ami-7a +832,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +832,Score, +832,Sample,0 +832,Stateavg,al_ami-7a +833,ProviderNumber,10043 +833,HospitalName,chilton medical center +833,Address1,1010 lay dam road +833,Address2, +833,Address3, +833,City,clanton +833,State,al +833,ZipCode,35045 +833,CountyName,chilton +833,PhoneNumber,2057552500 +833,HospitalType,acute care hospitals +833,HospitalOwner,voluntary non-profit - private +833,EmergencyService,yes +833,Condition,heart attack +833,MeasureCode,ami-8a +833,MeasureName,heart attack patients given pci within 90 minutes of arrival +833,Score, +833,Sample,0 +833,Stateavg,al_ami-8a +834,ProviderNumber,10043 +834,HospitalName,chilton medical center +834,Address1,1010 lay dam road +834,Address2, +834,Address3, +834,City,clanton +834,State,al +834,ZipCode,35045 +834,CountyName,chilton +834,PhoneNumber,2057552500 +834,HospitalType,acute care hospitals +834,HospitalOwner,voluntary non-profit - private +834,EmergencyService,yes +834,Condition,heart failure +834,MeasureCode,hf-1 +834,MeasureName,heart failure patients given discharge instructions +834,Score,84 +834,Sample,19 +834,Stateavg,al_hf-1 +835,ProviderNumber,10043 +835,HospitalName,chilton medical center +835,Address1,1010 lay dam road +835,Address2, +835,Address3, +835,City,clanton +835,State,al +835,ZipCode,35045 +835,CountyName,chilton +835,PhoneNumber,2057552500 +835,HospitalType,acute 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using a safer method (electric clippers or hair removal cream c not a razor) +874,Score,100 +874,Sample,19 +874,Stateavg,al_scip-inf-6 +875,ProviderNumber,10044 +875,HospitalName,marion regional medical center +875,Address1,1256 military street south +875,Address2, +875,Address3, +875,City,hamilton +875,State,al +875,ZipCode,35570 +875,CountyName,marion +875,PhoneNumber,2059216200 +875,HospitalType,acute care hospitals +875,HospitalOwner,voluntary non-profit - private +875,EmergencyService,yes +875,Condition,surgical infection prevention +875,MeasureCode,scip-vte-1 +875,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +875,Score,100 +875,Sample,4 +875,Stateavg,al_scip-vte-1 +876,ProviderNumber,10044 +876,HospitalName,marion regional medical center +876,Address1,1256 military street south +876,Address2, +876,Address3, +876,City,hamilton +876,State,al +876,ZipCode,35570 +876,CountyName,marion +876,PhoneNumber,2059216200 +876,HospitalType,acute care hospitals +876,HospitalOwner,voluntary non-profit - private +876,EmergencyService,yes +876,Condition,surgical infection prevention +876,MeasureCode,scip-vte-2 +876,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +876,Score,100 +876,Sample,4 +876,Stateavg,al_scip-vte-2 +877,ProviderNumber,10045 +877,HospitalName,fayette medical center +877,Address1,1653 temple avenue north +877,Address2, +877,Address3, +877,City,fayette +877,State,al +877,ZipCode,35555 +877,CountyName,fayette +877,PhoneNumber,2059325966 +877,HospitalType,acute care hospitals +877,HospitalOwner,voluntary non-profit - other +877,EmergencyService,yes +877,Condition,heart attack +877,MeasureCode,ami-1 +877,MeasureName,heart attack patients given aspirin at arrival +877,Score,100 +877,Sample,18 +877,Stateavg,al_ami-1 +878,ProviderNumber,10045 +878,HospitalName,fayette medical center +878,Address1,1653 temple avenue north +878,Address2, +878,Address3, +878,City,fayette +878,State,al +878,ZipCode,35555 +878,CountyName,fayette +878,PhoneNumber,2059325966 +878,HospitalType,acute care hospitals +878,HospitalOwner,voluntary non-profit - other +878,EmergencyService,yes +878,Condition,heart attack +878,MeasureCode,ami-2 +878,MeasureName,heart attack patients given aspirin at discharge +878,Score,100 +878,Sample,12 +878,Stateavg,al_ami-2 +879,ProviderNumber,10045 +879,HospitalName,fayette medical center +879,Address1,1653 temple avenue north +879,Address2, +879,Address3, +879,City,fayette +879,State,al +879,ZipCode,35555 +879,CountyName,fayette +879,PhoneNumber,2059325966 +879,HospitalType,acute care hospitals +879,HospitalOwner,voluntary non-profit - other +879,EmergencyService,yes +879,Condition,heart attack +879,MeasureCode,ami-3 +879,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +879,Score,0 +879,Sample,1 +879,Stateavg,al_ami-3 +880,ProviderNumber,10045 +880,HospitalName,fayette medical center +880,Address1,1653 temple avenue north +880,Address2, +880,Address3, +880,City,fayette +880,State,al +880,ZipCode,35555 +880,CountyName,fayette +880,PhoneNumber,2059325966 +880,HospitalType,acute care hospitals +880,HospitalOwner,voluntary non-profit - other +880,EmergencyService,yes +880,Condition,heart attack +880,MeasureCode,ami-4 +880,MeasureName,heart attack patients given smoking cessation advice/counseling +880,Score,100 +880,Sample,1 +880,Stateavg,al_ami-4 +881,ProviderNumber,10045 +881,HospitalName,fayette medical center +881,Address1,1653 temple avenue north +881,Address2, +881,Address3, +881,City,fayette +881,State,al +881,ZipCode,35555 +881,CountyName,fayette +881,PhoneNumber,2059325966 +881,HospitalType,acute care hospitals +881,HospitalOwner,voluntary non-profit - other +881,EmergencyService,yes +881,Condition,heart attack +881,MeasureCode,ami-5 +881,MeasureName,heart attack patients given beta blocker at discharge +881,Score,82 +881,Sample,11 +881,Stateavg,al_ami-5 +882,ProviderNumber,10045 +882,HospitalName,fayette medical center +882,Address1,1653 temple avenue north +882,Address2, +882,Address3, +882,City,fayette +882,State,al +882,ZipCode,35555 +882,CountyName,fayette +882,PhoneNumber,2059325966 +882,HospitalType,acute care hospitals +882,HospitalOwner,voluntary non-profit - other +882,EmergencyService,yes +882,Condition,heart attack +882,MeasureCode,ami-7a +882,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +882,Score, +882,Sample,0 +882,Stateavg,al_ami-7a +883,ProviderNumber,10045 +883,HospitalName,fayette medical center +883,Address1,1653 temple avenue north +883,Address2, +883,Address3, +883,City,fayette +883,State,al +883,ZipCode,35555 +883,CountyName,fayette +883,PhoneNumber,2059325966 +883,HospitalType,acute care hospitals +883,HospitalOwner,voluntary non-profit - other +883,EmergencyService,yes +883,Condition,heart attack +883,MeasureCode,ami-8a +883,MeasureName,heart attack patients given pci within 90 minutes of arrival +883,Score, +883,Sample,0 +883,Stateavg,al_ami-8a +884,ProviderNumber,10045 +884,HospitalName,fayette medical center +884,Address1,1653 temple avenue north +884,Address2, +884,Address3, +884,City,fayette +884,State,al +884,ZipCode,35555 +884,CountyName,fayette +884,PhoneNumber,2059325966 +884,HospitalType,acute care hospitals +884,HospitalOwner,voluntary non-profit - other +884,EmergencyService,yes +884,Condition,heart failure +884,MeasureCode,hf-1 +884,MeasureName,heart failure patients given discharge instructions +884,Score,87 +884,Sample,67 +884,Stateavg,al_hf-1 +885,ProviderNumber,10045 +885,HospitalName,fayette medical center +885,Address1,1653 temple avenue north +885,Address2, +885,Address3, +885,City,fayette +885,State,al +885,ZipCode,35555 +885,CountyName,fayette +885,PhoneNumber,2059325966 +885,HospitalType,acute care hospitals +885,HospitalOwner,voluntary non-profit - other +885,EmergencyService,yes +885,Condition,heart failure +885,MeasureCode,hf-2 +885,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +885,Score,94 +885,Sample,85 +885,Stateavg,al_hf-2 +886,ProviderNumber,10045 +886,HospitalName,fayette medical center +886,Address1,1653 temple avenue north +886,Address2, +886,Address3, +886,City,fayette +886,State,al +886,ZipCode,35555 +886,CountyName,fayette +886,PhoneNumber,2059325966 +886,HospitalType,acute care hospitals +886,HospitalOwner,voluntary non-profit - other +886,EmergencyService,yes +886,Condition,heart failure +886,MeasureCode,hf-3 +886,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +886,Score,89 +886,Sample,19 +886,Stateavg,al_hf-3 +887,ProviderNumber,10045 +887,HospitalName,fayette medical center +887,Address1,1653 temple avenue north +887,Address2, +887,Address3, +887,City,fayette +887,State,al +887,ZipCode,35555 +887,CountyName,fayette +887,PhoneNumber,2059325966 +887,HospitalType,acute care hospitals +887,HospitalOwner,voluntary non-profit - other +887,EmergencyService,yes +887,Condition,heart failure +887,MeasureCode,hf-4 +887,MeasureName,heart failure patients given smoking cessation advice/counseling +887,Score,100 +887,Sample,16 +887,Stateavg,al_hf-4 +888,ProviderNumber,10045 +888,HospitalName,fayette medical center +888,Address1,1653 temple avenue north +888,Address2, +888,Address3, +888,City,fayette +888,State,al +888,ZipCode,35555 +888,CountyName,fayette +888,PhoneNumber,2059325966 +888,HospitalType,acute care hospitals +888,HospitalOwner,voluntary non-profit - other +888,EmergencyService,yes +888,Condition,pneumonia +888,MeasureCode,pn-2 +888,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +888,Score,85 +888,Sample,117 +888,Stateavg,al_pn-2 +889,ProviderNumber,10045 +889,HospitalName,fayette medical center +889,Address1,1653 temple avenue north +889,Address2, +889,Address3, +889,City,fayette +889,State,al +889,ZipCode,35555 +889,CountyName,fayette +889,PhoneNumber,2059325966 +889,HospitalType,acute care hospitals +889,HospitalOwner,voluntary non-profit - other +889,EmergencyService,yes +889,Condition,pneumonia +889,MeasureCode,pn-3b +889,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +889,Score,100 +889,Sample,41 +889,Stateavg,al_pn-3b +890,ProviderNumber,10045 +890,HospitalName,fayette medical center +890,Address1,1653 temple avenue north +890,Address2, +890,Address3, +890,City,fayette +890,State,al +890,ZipCode,35555 +890,CountyName,fayette +890,PhoneNumber,2059325966 +890,HospitalType,acute care hospitals +890,HospitalOwner,voluntary non-profit - other +890,EmergencyService,yes +890,Condition,pneumonia +890,MeasureCode,pn-4 +890,MeasureName,pneumonia patients given smoking cessation advice/counseling +890,Score,100 +890,Sample,34 +890,Stateavg,al_pn-4 +891,ProviderNumber,10045 +891,HospitalName,fayette medical center +891,Address1,1653 temple avenue north +891,Address2, +891,Address3, +891,City,fayette +891,State,al +891,ZipCode,35555 +891,CountyName,fayette +891,PhoneNumber,2059325966 +891,HospitalType,acute care hospitals +891,HospitalOwner,voluntary non-profit - other +891,EmergencyService,yes +891,Condition,pneumonia +891,MeasureCode,pn-5c +891,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +891,Score,97 +891,Sample,109 +891,Stateavg,al_pn-5c +892,ProviderNumber,10045 +892,HospitalName,fayette medical center +892,Address1,1653 temple avenue north +892,Address2, +892,Address3, +892,City,fayette +892,State,al +892,ZipCode,35555 +892,CountyName,fayette +892,PhoneNumber,2059325966 +892,HospitalType,acute care hospitals +892,HospitalOwner,voluntary non-profit - other +892,EmergencyService,yes +892,Condition,pneumonia +892,MeasureCode,pn-6 +892,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +892,Score,87 +892,Sample,79 +892,Stateavg,al_pn-6 +893,ProviderNumber,10045 +893,HospitalName,fayette medical center +893,Address1,1653 temple avenue north +893,Address2, +893,Address3, +893,City,fayette +893,State,al +893,ZipCode,35555 +893,CountyName,fayette +893,PhoneNumber,2059325966 +893,HospitalType,acute care hospitals +893,HospitalOwner,voluntary non-profit - other +893,EmergencyService,yes +893,Condition,pneumonia +893,MeasureCode,pn-7 +893,MeasureName,pneumonia patients assessed and given influenza vaccination +893,Score,87 +893,Sample,86 +893,Stateavg,al_pn-7 +894,ProviderNumber,10045 +894,HospitalName,fayette medical center +894,Address1,1653 temple avenue north +894,Address2, +894,Address3, +894,City,fayette +894,State,al +894,ZipCode,35555 +894,CountyName,fayette +894,PhoneNumber,2059325966 +894,HospitalType,acute care hospitals +894,HospitalOwner,voluntary non-profit - other +894,EmergencyService,yes +894,Condition,surgical infection prevention +894,MeasureCode,scip-card-2 +894,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +894,Score, +894,Sample,0 +894,Stateavg,al_scip-card-2 +895,ProviderNumber,10045 +895,HospitalName,fayette medical center +895,Address1,1653 temple avenue north +895,Address2, +895,Address3, +895,City,fayette +895,State,al +895,ZipCode,35555 +895,CountyName,fayette +895,PhoneNumber,2059325966 +895,HospitalType,acute care hospitals +895,HospitalOwner,voluntary non-profit - other +895,EmergencyService,yes +895,Condition,surgical infection prevention +895,MeasureCode,scip-inf-1 +895,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +895,Score, +895,Sample,0 +895,Stateavg,al_scip-inf-1 +896,ProviderNumber,10045 +896,HospitalName,fayette medical center +896,Address1,1653 temple avenue north +896,Address2, +896,Address3, +896,City,fayette +896,State,al +896,ZipCode,35555 +896,CountyName,fayette +896,PhoneNumber,2059325966 +896,HospitalType,acute care hospitals +896,HospitalOwner,voluntary non-profit - other +896,EmergencyService,yes +896,Condition,surgical infection prevention +896,MeasureCode,scip-inf-2 +896,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +896,Score, +896,Sample,0 +896,Stateavg,al_scip-inf-2 +897,ProviderNumber,10045 +897,HospitalName,fayette medical center +897,Address1,1653 temple avenue north +897,Address2, +897,Address3, +897,City,fayette +897,State,al +897,ZipCode,35555 +897,CountyName,fayette +897,PhoneNumber,2059325966 +897,HospitalType,acute care hospitals +897,HospitalOwner,voluntary non-profit - other +897,EmergencyService,yes +897,Condition,surgical infection prevention +897,MeasureCode,scip-inf-3 +897,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +897,Score, +897,Sample,0 +897,Stateavg,al_scip-inf-3 +898,ProviderNumber,10045 +898,HospitalName,fayette medical center +898,Address1,1653 temple avenue north +898,Address2, +898,Address3, +898,City,fayette +898,State,al +898,ZipCode,35555 +898,CountyName,fayette +898,PhoneNumber,2059325966 +898,HospitalType,acute care hospitals +898,HospitalOwner,voluntary non-profit - other +898,EmergencyService,yes +898,Condition,surgical infection prevention +898,MeasureCode,scip-inf-4 +898,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +898,Score, +898,Sample,0 +898,Stateavg,al_scip-inf-4 +899,ProviderNumber,10045 +899,HospitalName,fayette medical center +899,Address1,1653 temple avenue north +899,Address2, +899,Address3, +899,City,fayette +899,State,al +899,ZipCode,35555 +899,CountyName,fayette +899,PhoneNumber,2059325966 +899,HospitalType,acute care hospitals +899,HospitalOwner,voluntary non-profit - other +899,EmergencyService,yes +899,Condition,surgical infection prevention +899,MeasureCode,scip-inf-6 +899,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +899,Score,100 +899,Sample,7 +899,Stateavg,al_scip-inf-6 +900,ProviderNumber,10045 +900,HospitalName,fayette medical center +900,Address1,1653 temple avenue north +900,Address2, +900,Address3, +900,City,fayette +900,State,al +900,ZipCode,35555 +900,CountyName,fayette +900,PhoneNumber,2059325966 +900,HospitalType,acute care hospitals +900,HospitalOwner,voluntary non-profit - other +900,EmergencyService,yes +900,Condition,surgical infection prevention +900,MeasureCode,scip-vte-1 +900,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +900,Score,100 +900,Sample,3 +900,Stateavg,al_scip-vte-1 +901,ProviderNumber,10045 +901,HospitalName,fayette medical center +901,Address1,1653 temple avenue north +901,Address2, +901,Address3, +901,City,fayette +901,State,al +901,ZipCode,35555 +901,CountyName,fayette +901,PhoneNumber,2059325966 +901,HospitalType,acute care hospitals +901,HospitalOwner,voluntary non-profit - other +901,EmergencyService,yes +901,Condition,surgical infection prevention +901,MeasureCode,scip-vte-2 +901,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +901,Score,100 +901,Sample,3 +901,Stateavg,al_scip-vte-2 +902,ProviderNumber,10046 +902,HospitalName,riverview regional medical center +902,Address1,600 south third street +902,Address2, +902,Address3, +902,City,gadsden +902,State,al +902,ZipCode,35901 +902,CountyName,etowah +902,PhoneNumber,2565435200 +902,HospitalType,acute care hospitals +902,HospitalOwner,proprietary +902,EmergencyService,yes +902,Condition,children s asthma care +902,MeasureCode,cac-1 +902,MeasureName,children who received reliever medication while hospitalized for asthma +902,Score,100 +902,Sample,4 +902,Stateavg,al_cac-1 +903,ProviderNumber,10046 +903,HospitalName,riverview regional medical center +903,Address1,600 south third street +903,Address2, +903,Address3, +903,City,gadsden +903,State,al +903,ZipCode,35901 +903,CountyName,etowah +903,PhoneNumber,2565435200 +903,HospitalType,acute care hospitals +903,HospitalOwner,proprietary +903,EmergencyService,yes +903,Condition,children s asthma care +903,MeasureCode,cac-2 +903,MeasureName,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma +903,Score,100 +903,Sample,4 +903,Stateavg,al_cac-2 +904,ProviderNumber,10046 +904,HospitalName,riverview regional medical center +904,Address1,600 south third street +904,Address2, +904,Address3, +904,City,gadsden +904,State,al +904,ZipCode,35901 +904,CountyName,etowah +904,PhoneNumber,2565435200 +904,HospitalType,acute care hospitals +904,HospitalOwner,proprietary +904,EmergencyService,yes +904,Condition,children s asthma care +904,MeasureCode,cac-3 +904,MeasureName,children and their caregivers who received a home management plan of care document while hospitalized for asthma +904,Score,100 +904,Sample,4 +904,Stateavg,al_cac-3 +905,ProviderNumber,10046 +905,HospitalName,riverview regional medical center +905,Address1,600 south third street +905,Address2, +905,Address3, +905,City,gadsden +905,State,al +905,ZipCode,35901 +905,CountyName,etowah +905,PhoneNumber,2565435200 +905,HospitalType,acute care hospitals +905,HospitalOwner,proprietary +905,EmergencyService,yes +905,Condition,heart attack +905,MeasureCode,ami-1 +905,MeasureName,heart attack patients given aspirin at arrival +905,Score,100 +905,Sample,126 +905,Stateavg,al_ami-1 +906,ProviderNumber,10046 +906,HospitalName,riverview regional medical center +906,Address1,600 south third street +906,Address2, +906,Address3, +906,City,gadsden +906,State,al +906,ZipCode,35901 +906,CountyName,etowah +906,PhoneNumber,2565435200 +906,HospitalType,acute care hospitals +906,HospitalOwner,proprietary +906,EmergencyService,yes +906,Condition,heart attack +906,MeasureCode,ami-2 +906,MeasureName,heart attack patients given aspirin at discharge +906,Score,100 +906,Sample,145 +906,Stateavg,al_ami-2 +907,ProviderNumber,10046 +907,HospitalName,riverview regional medical center +907,Address1,600 south third street +907,Address2, +907,Address3, +907,City,gadsden +907,State,al +907,ZipCode,35901 +907,CountyName,etowah +907,PhoneNumber,2565435200 +907,HospitalType,acute care hospitals +907,HospitalOwner,proprietary +907,EmergencyService,yes +907,Condition,heart attack +907,MeasureCode,ami-3 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+911,PhoneNumber,2565435200 +911,HospitalType,acute care hospitals +911,HospitalOwner,proprietary +911,EmergencyService,yes +911,Condition,heart attack +911,MeasureCode,ami-8a +911,MeasureName,heart attack patients given pci within 90 minutes of arrival +911,Score,100 +911,Sample,16 +911,Stateavg,al_ami-8a +912,ProviderNumber,10046 +912,HospitalName,riverview regional medical center +912,Address1,600 south third street +912,Address2, +912,Address3, +912,City,gadsden +912,State,al +912,ZipCode,35901 +912,CountyName,etowah +912,PhoneNumber,2565435200 +912,HospitalType,acute care hospitals +912,HospitalOwner,proprietary +912,EmergencyService,yes +912,Condition,heart failure +912,MeasureCode,hf-1 +912,MeasureName,heart failure patients given discharge instructions +912,Score,100 +912,Sample,268 +912,Stateavg,al_hf-1 +913,ProviderNumber,10046 +913,HospitalName,riverview regional medical center +913,Address1,600 south third street +913,Address2, +913,Address3, +913,City,gadsden +913,State,al +913,ZipCode,35901 +913,CountyName,etowah +913,PhoneNumber,2565435200 +913,HospitalType,acute care hospitals +913,HospitalOwner,proprietary +913,EmergencyService,yes +913,Condition,heart failure +913,MeasureCode,hf-2 +913,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +913,Score,100 +913,Sample,350 +913,Stateavg,al_hf-2 +914,ProviderNumber,10046 +914,HospitalName,riverview regional medical center +914,Address1,600 south third street +914,Address2, +914,Address3, +914,City,gadsden +914,State,al +914,ZipCode,35901 +914,CountyName,etowah +914,PhoneNumber,2565435200 +914,HospitalType,acute care hospitals +914,HospitalOwner,proprietary +914,EmergencyService,yes +914,Condition,heart failure +914,MeasureCode,hf-3 +914,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +914,Score,100 +914,Sample,90 +914,Stateavg,al_hf-3 +915,ProviderNumber,10046 +915,HospitalName,riverview regional medical center +915,Address1,600 south third street +915,Address2, +915,Address3, +915,City,gadsden +915,State,al +915,ZipCode,35901 +915,CountyName,etowah +915,PhoneNumber,2565435200 +915,HospitalType,acute care hospitals +915,HospitalOwner,proprietary +915,EmergencyService,yes +915,Condition,heart failure +915,MeasureCode,hf-4 +915,MeasureName,heart failure patients given smoking cessation advice/counseling +915,Score,100 +915,Sample,85 +915,Stateavg,al_hf-4 +916,ProviderNumber,10046 +916,HospitalName,riverview regional medical center +916,Address1,600 south third street +916,Address2, +916,Address3, +916,City,gadsden +916,State,al +916,ZipCode,35901 +916,CountyName,etowah +916,PhoneNumber,2565435200 +916,HospitalType,acute care hospitals +916,HospitalOwner,proprietary +916,EmergencyService,yes +916,Condition,pneumonia +916,MeasureCode,pn-2 +916,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +916,Score,99 +916,Sample,239 +916,Stateavg,al_pn-2 +917,ProviderNumber,10046 +917,HospitalName,riverview regional medical center +917,Address1,600 south third street +917,Address2, +917,Address3, +917,City,gadsden +917,State,al +917,ZipCode,35901 +917,CountyName,etowah +917,PhoneNumber,2565435200 +917,HospitalType,acute care hospitals +917,HospitalOwner,proprietary +917,EmergencyService,yes +917,Condition,pneumonia +917,MeasureCode,pn-3b +917,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +917,Score,97 +917,Sample,196 +917,Stateavg,al_pn-3b +918,ProviderNumber,10046 +918,HospitalName,riverview regional medical center +918,Address1,600 south third street +918,Address2, +918,Address3, +918,City,gadsden +918,State,al +918,ZipCode,35901 +918,CountyName,etowah +918,PhoneNumber,2565435200 +918,HospitalType,acute care hospitals +918,HospitalOwner,proprietary +918,EmergencyService,yes +918,Condition,pneumonia +918,MeasureCode,pn-4 +918,MeasureName,pneumonia patients given smoking cessation advice/counseling +918,Score,100 +918,Sample,109 +918,Stateavg,al_pn-4 +919,ProviderNumber,10046 +919,HospitalName,riverview regional medical center +919,Address1,600 south third street +919,Address2, +919,Address3, +919,City,gadsden +919,State,al +919,ZipCode,35901 +919,CountyName,etowah +919,PhoneNumber,2565435200 +919,HospitalType,acute care hospitals +919,HospitalOwner,proprietary +919,EmergencyService,yes +919,Condition,pneumonia +919,MeasureCode,pn-5c +919,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +919,Score,87 +919,Sample,261 +919,Stateavg,al_pn-5c +920,ProviderNumber,10046 +920,HospitalName,riverview regional medical center +920,Address1,600 south third street +920,Address2, +920,Address3, +920,City,gadsden +920,State,al +920,ZipCode,35901 +920,CountyName,etowah +920,PhoneNumber,2565435200 +920,HospitalType,acute care hospitals +920,HospitalOwner,proprietary +920,EmergencyService,yes +920,Condition,pneumonia +920,MeasureCode,pn-6 +920,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +920,Score,76 +920,Sample,212 +920,Stateavg,al_pn-6 +921,ProviderNumber,10046 +921,HospitalName,riverview regional medical center +921,Address1,600 south third street +921,Address2, +921,Address3, +921,City,gadsden +921,State,al +921,ZipCode,35901 +921,CountyName,etowah +921,PhoneNumber,2565435200 +921,HospitalType,acute care hospitals +921,HospitalOwner,proprietary +921,EmergencyService,yes +921,Condition,pneumonia +921,MeasureCode,pn-7 +921,MeasureName,pneumonia patients assessed and given influenza vaccination +921,Score,99 +921,Sample,178 +921,Stateavg,al_pn-7 +922,ProviderNumber,10046 +922,HospitalName,riverview regional medical center +922,Address1,600 south third street +922,Address2, +922,Address3, +922,City,gadsden +922,State,al +922,ZipCode,35901 +922,CountyName,etowah +922,PhoneNumber,2565435200 +922,HospitalType,acute care hospitals +922,HospitalOwner,proprietary +922,EmergencyService,yes +922,Condition,surgical infection prevention +922,MeasureCode,scip-card-2 +922,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +922,Score,95 +922,Sample,107 +922,Stateavg,al_scip-card-2 +923,ProviderNumber,10046 +923,HospitalName,riverview regional medical center +923,Address1,600 south third street +923,Address2, +923,Address3, +923,City,gadsden +923,State,al +923,ZipCode,35901 +923,CountyName,etowah +923,PhoneNumber,2565435200 +923,HospitalType,acute care hospitals +923,HospitalOwner,proprietary +923,EmergencyService,yes +923,Condition,surgical infection prevention +923,MeasureCode,scip-inf-1 +923,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +923,Score,95 +923,Sample,402 +923,Stateavg,al_scip-inf-1 +924,ProviderNumber,10046 +924,HospitalName,riverview regional medical center +924,Address1,600 south third street +924,Address2, +924,Address3, +924,City,gadsden +924,State,al +924,ZipCode,35901 +924,CountyName,etowah +924,PhoneNumber,2565435200 +924,HospitalType,acute care hospitals +924,HospitalOwner,proprietary +924,EmergencyService,yes +924,Condition,surgical infection prevention +924,MeasureCode,scip-inf-2 +924,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +924,Score,95 +924,Sample,404 +924,Stateavg,al_scip-inf-2 +925,ProviderNumber,10046 +925,HospitalName,riverview regional medical center +925,Address1,600 south third street +925,Address2, +925,Address3, +925,City,gadsden +925,State,al +925,ZipCode,35901 +925,CountyName,etowah +925,PhoneNumber,2565435200 +925,HospitalType,acute care hospitals +925,HospitalOwner,proprietary +925,EmergencyService,yes +925,Condition,surgical infection prevention +925,MeasureCode,scip-inf-3 +925,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +925,Score,79 +925,Sample,352 +925,Stateavg,al_scip-inf-3 +926,ProviderNumber,10046 +926,HospitalName,riverview regional medical center +926,Address1,600 south third street +926,Address2, +926,Address3, +926,City,gadsden +926,State,al +926,ZipCode,35901 +926,CountyName,etowah +926,PhoneNumber,2565435200 +926,HospitalType,acute care hospitals +926,HospitalOwner,proprietary +926,EmergencyService,yes +926,Condition,surgical infection prevention +926,MeasureCode,scip-inf-4 +926,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +926,Score,76 +926,Sample,114 +926,Stateavg,al_scip-inf-4 +927,ProviderNumber,10046 +927,HospitalName,riverview regional medical center +927,Address1,600 south third street +927,Address2, +927,Address3, +927,City,gadsden +927,State,al +927,ZipCode,35901 +927,CountyName,etowah +927,PhoneNumber,2565435200 +927,HospitalType,acute care hospitals +927,HospitalOwner,proprietary +927,EmergencyService,yes +927,Condition,surgical infection prevention +927,MeasureCode,scip-inf-6 +927,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +927,Score,100 +927,Sample,607 +927,Stateavg,al_scip-inf-6 +928,ProviderNumber,10046 +928,HospitalName,riverview regional medical center +928,Address1,600 south third street +928,Address2, +928,Address3, +928,City,gadsden +928,State,al +928,ZipCode,35901 +928,CountyName,etowah +928,PhoneNumber,2565435200 +928,HospitalType,acute care hospitals +928,HospitalOwner,proprietary +928,EmergencyService,yes +928,Condition,surgical infection prevention +928,MeasureCode,scip-vte-1 +928,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +928,Score,91 +928,Sample,280 +928,Stateavg,al_scip-vte-1 +929,ProviderNumber,10046 +929,HospitalName,riverview regional medical center +929,Address1,600 south third street +929,Address2, +929,Address3, +929,City,gadsden +929,State,al +929,ZipCode,35901 +929,CountyName,etowah +929,PhoneNumber,2565435200 +929,HospitalType,acute care hospitals +929,HospitalOwner,proprietary +929,EmergencyService,yes +929,Condition,surgical infection prevention +929,MeasureCode,scip-vte-2 +929,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +929,Score,84 +929,Sample,280 +929,Stateavg,al_scip-vte-2 +930,ProviderNumber,10047 +930,HospitalName,georgiana hospital +930,Address1,515 miranda st +930,Address2, +930,Address3, +930,City,georgiana +930,State,al +930,ZipCode,36033 +930,CountyName,butler +930,PhoneNumber,3343762205 +930,HospitalType,acute care hospitals +930,HospitalOwner,voluntary non-profit - private +930,EmergencyService,no +930,Condition,heart attack +930,MeasureCode,ami-1 +930,MeasureName,heart attack patients given aspirin at arrival +930,Score,53 +930,Sample,19 +930,Stateavg,al_ami-1 +931,ProviderNumber,10047 +931,HospitalName,georgiana hospital +931,Address1,515 miranda st +931,Address2, +931,Address3, +931,City,georgiana +931,State,al +931,ZipCode,36033 +931,CountyName,butler +931,PhoneNumber,3343762205 +931,HospitalType,acute care hospitals +931,HospitalOwner,voluntary non-profit - private +931,EmergencyService,no +931,Condition,heart attack +931,MeasureCode,ami-2 +931,MeasureName,heart attack patients given aspirin at discharge +931,Score,50 +931,Sample,16 +931,Stateavg,al_ami-2 +932,ProviderNumber,10047 +932,HospitalName,georgiana hospital +932,Address1,515 miranda st +932,Address2, +932,Address3, +932,City,georgiana +932,State,al +932,ZipCode,36033 +932,CountyName,butler +932,PhoneNumber,3343762205 +932,HospitalType,acute care hospitals +932,HospitalOwner,voluntary non-profit - private +932,EmergencyService,no +932,Condition,heart attack +932,MeasureCode,ami-3 +932,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +932,Score,100 +932,Sample,1 +932,Stateavg,al_ami-3 +933,ProviderNumber,10047 +933,HospitalName,georgiana hospital +933,Address1,515 miranda st +933,Address2, +933,Address3, +933,City,georgiana +933,State,al +933,ZipCode,36033 +933,CountyName,butler +933,PhoneNumber,3343762205 +933,HospitalType,acute care hospitals +933,HospitalOwner,voluntary non-profit - private +933,EmergencyService,no +933,Condition,heart attack +933,MeasureCode,ami-4 +933,MeasureName,heart attack patients given smoking cessation advice/counseling +933,Score,33 +933,Sample,6 +933,Stateavg,al_ami-4 +934,ProviderNumber,10047 +934,HospitalName,georgiana hospital +934,Address1,515 miranda st +934,Address2, +934,Address3, +934,City,georgiana +934,State,al +934,ZipCode,36033 +934,CountyName,butler +934,PhoneNumber,3343762205 +934,HospitalType,acute care hospitals +934,HospitalOwner,voluntary non-profit - private +934,EmergencyService,no +934,Condition,heart attack +934,MeasureCode,ami-5 +934,MeasureName,heart attack patients given beta blocker at discharge +934,Score,60 +934,Sample,15 +934,Stateavg,al_ami-5 +935,ProviderNumber,10047 +935,HospitalName,georgiana hospital +935,Address1,515 miranda st +935,Address2, +935,Address3, +935,City,georgiana +935,State,al +935,ZipCode,36033 +935,CountyName,butler +935,PhoneNumber,3343762205 +935,HospitalType,acute care hospitals +935,HospitalOwner,voluntary non-profit - private +935,EmergencyService,no +935,Condition,heart attack +935,MeasureCode,ami-7a +935,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +935,Score, +935,Sample,0 +935,Stateavg,al_ami-7a +936,ProviderNumber,10047 +936,HospitalName,georgiana hospital +936,Address1,515 miranda st +936,Address2, +936,Address3, +936,City,georgiana +936,State,al +936,ZipCode,36033 +936,CountyName,butler +936,PhoneNumber,3343762205 +936,HospitalType,acute care hospitals +936,HospitalOwner,voluntary non-profit - private +936,EmergencyService,no +936,Condition,heart attack +936,MeasureCode,ami-8a +936,MeasureName,heart attack patients given pci within 90 minutes of arrival +936,Score, +936,Sample,0 +936,Stateavg,al_ami-8a +937,ProviderNumber,10047 +937,HospitalName,georgiana hospital +937,Address1,515 miranda st +937,Address2, +937,Address3, +937,City,georgiana +937,State,al +937,ZipCode,36033 +937,CountyName,butler +937,PhoneNumber,3343762205 +937,HospitalType,acute care hospitals +937,HospitalOwner,voluntary non-profit - private +937,EmergencyService,no +937,Condition,heart failure +937,MeasureCode,hf-1 +937,MeasureName,heart failure patients given discharge instructions +937,Score,53 +937,Sample,51 +937,Stateavg,al_hf-1 +938,ProviderNumber,10047 +938,HospitalName,georgiana hospital +938,Address1,515 miranda st +938,Address2, +938,Address3, +938,City,georgiana +938,State,al +938,ZipCode,36033 +938,CountyName,butler +938,PhoneNumber,3343762205 +938,HospitalType,acute care hospitals +938,HospitalOwner,voluntary non-profit - private +938,EmergencyService,no +938,Condition,heart failure +938,MeasureCode,hf-2 +938,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +938,Score,63 +938,Sample,59 +938,Stateavg,al_hf-2 +939,ProviderNumber,10047 +939,HospitalName,georgiana hospital +939,Address1,515 miranda st +939,Address2, +939,Address3, +939,City,georgiana +939,State,al +939,ZipCode,36033 +939,CountyName,butler +939,PhoneNumber,3343762205 +939,HospitalType,acute care hospitals +939,HospitalOwner,voluntary non-profit - private +939,EmergencyService,no +939,Condition,heart failure +939,MeasureCode,hf-3 +939,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +939,Score,67 +939,Sample,6 +939,Stateavg,al_hf-3 +940,ProviderNumber,10047 +940,HospitalName,georgiana hospital +940,Address1,515 miranda st +940,Address2, +940,Address3, +940,City,georgiana +940,State,al +940,ZipCode,36033 +940,CountyName,butler +940,PhoneNumber,3343762205 +940,HospitalType,acute care hospitals +940,HospitalOwner,voluntary non-profit - private +940,EmergencyService,no +940,Condition,heart failure +940,MeasureCode,hf-4 +940,MeasureName,heart failure patients given smoking cessation advice/counseling +940,Score,75 +940,Sample,8 +940,Stateavg,al_hf-4 +941,ProviderNumber,10047 +941,HospitalName,georgiana hospital +941,Address1,515 miranda st +941,Address2, +941,Address3, +941,City,georgiana +941,State,al +941,ZipCode,36033 +941,CountyName,butler +941,PhoneNumber,3343762205 +941,HospitalType,acute care hospitals +941,HospitalOwner,voluntary non-profit - private +941,EmergencyService,no +941,Condition,pneumonia +941,MeasureCode,pn-2 +941,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +941,Score,90 +941,Sample,39 +941,Stateavg,al_pn-2 +942,ProviderNumber,10047 +942,HospitalName,georgiana hospital +942,Address1,515 miranda st +942,Address2, +942,Address3, +942,City,georgiana +942,State,al +942,ZipCode,36033 +942,CountyName,butler +942,PhoneNumber,3343762205 +942,HospitalType,acute care hospitals +942,HospitalOwner,voluntary non-profit - private +942,EmergencyService,no +942,Condition,pneumonia +942,MeasureCode,pn-3b +942,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +942,Score,50 +942,Sample,2 +942,Stateavg,al_pn-3b +943,ProviderNumber,10047 +943,HospitalName,georgiana hospital +943,Address1,515 miranda st +943,Address2, +943,Address3, +943,City,georgiana +943,State,al +943,ZipCode,36033 +943,CountyName,butler +943,PhoneNumber,3343762205 +943,HospitalType,acute care hospitals +943,HospitalOwner,voluntary non-profit - private +943,EmergencyService,no +943,Condition,pneumonia +943,MeasureCode,pn-4 +943,MeasureName,pneumonia patients given smoking cessation advice/counseling +943,Score,80 +943,Sample,5 +943,Stateavg,al_pn-4 +944,ProviderNumber,10047 +944,HospitalName,georgiana hospital +944,Address1,515 miranda st +944,Address2, +944,Address3, +944,City,georgiana +944,State,al +944,ZipCode,36033 +944,CountyName,butler +944,PhoneNumber,3343762205 +944,HospitalType,acute care hospitals +944,HospitalOwner,voluntary non-profit - private +944,EmergencyService,no +944,Condition,pneumonia +944,MeasureCode,pn-5c +944,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +944,Score,97 +944,Sample,36 +944,Stateavg,al_pn-5c +945,ProviderNumber,10047 +945,HospitalName,georgiana hospital +945,Address1,515 miranda st +945,Address2, +945,Address3, +945,City,georgiana +945,State,al +945,ZipCode,36033 +945,CountyName,butler +945,PhoneNumber,3343762205 +945,HospitalType,acute care hospitals +945,HospitalOwner,voluntary non-profit - private +945,EmergencyService,no +945,Condition,pneumonia +945,MeasureCode,pn-6 +945,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +945,Score,50 +945,Sample,30 +945,Stateavg,al_pn-6 +946,ProviderNumber,10047 +946,HospitalName,georgiana hospital +946,Address1,515 miranda st +946,Address2, +946,Address3, +946,City,georgiana +946,State,al +946,ZipCode,36033 +946,CountyName,butler +946,PhoneNumber,3343762205 +946,HospitalType,acute care hospitals +946,HospitalOwner,voluntary non-profit - private +946,EmergencyService,no +946,Condition,pneumonia +946,MeasureCode,pn-7 +946,MeasureName,pneumonia patients assessed and given influenza vaccination +946,Score,65 +946,Sample,31 +946,Stateavg,al_pn-7 +947,ProviderNumber,10047 +947,HospitalName,georgiana hospital +947,Address1,515 miranda st +947,Address2, +947,Address3, +947,City,georgiana +947,State,al +947,ZipCode,36033 +947,CountyName,butler +947,PhoneNumber,3343762205 +947,HospitalType,acute care hospitals +947,HospitalOwner,voluntary non-profit - private +947,EmergencyService,no +947,Condition,surgical infection prevention +947,MeasureCode,scip-card-2 +947,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +947,Score, +947,Sample, +947,Stateavg,al_scip-card-2 +948,ProviderNumber,10047 +948,HospitalName,georgiana hospital +948,Address1,515 miranda st +948,Address2, +948,Address3, +948,City,georgiana +948,State,al +948,ZipCode,36033 +948,CountyName,butler +948,PhoneNumber,3343762205 +948,HospitalType,acute care hospitals +948,HospitalOwner,voluntary non-profit - private +948,EmergencyService,no +948,Condition,surgical infection prevention +948,MeasureCode,scip-inf-1 +948,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +948,Score, +948,Sample, +948,Stateavg,al_scip-inf-1 +949,ProviderNumber,10047 +949,HospitalName,georgiana hospital +949,Address1,515 miranda st +949,Address2, +949,Address3, +949,City,georgiana +949,State,al +949,ZipCode,36033 +949,CountyName,butler +949,PhoneNumber,3343762205 +949,HospitalType,acute care hospitals +949,HospitalOwner,voluntary non-profit - private +949,EmergencyService,no +949,Condition,surgical infection prevention +949,MeasureCode,scip-inf-2 +949,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +949,Score, +949,Sample, +949,Stateavg,al_scip-inf-2 +950,ProviderNumber,10047 +950,HospitalName,georgiana hospital +950,Address1,515 miranda st +950,Address2, +950,Address3, +950,City,georgiana +950,State,al +950,ZipCode,36033 +950,CountyName,butler +950,PhoneNumber,3343762205 +950,HospitalType,acute care hospitals +950,HospitalOwner,voluntary non-profit - private +950,EmergencyService,no +950,Condition,surgical infection prevention +950,MeasureCode,scip-inf-3 +950,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +950,Score, +950,Sample, +950,Stateavg,al_scip-inf-3 +951,ProviderNumber,10047 +951,HospitalName,georgiana hospital +951,Address1,515 miranda st +951,Address2, +951,Address3, +951,City,georgiana +951,State,al +951,ZipCode,36033 +951,CountyName,butler +951,PhoneNumber,3343762205 +951,HospitalType,acute care hospitals +951,HospitalOwner,voluntary non-profit - private +951,EmergencyService,no +951,Condition,surgical infection prevention +951,MeasureCode,scip-inf-4 +951,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +951,Score, +951,Sample, +951,Stateavg,al_scip-inf-4 +952,ProviderNumber,10047 +952,HospitalName,georgiana hospital +952,Address1,515 miranda st +952,Address2, +952,Address3, +952,City,georgiana +952,State,al +952,ZipCode,36033 +952,CountyName,butler +952,PhoneNumber,3343762205 +952,HospitalType,acute care hospitals +952,HospitalOwner,voluntary non-profit - private +952,EmergencyService,no +952,Condition,surgical infection prevention +952,MeasureCode,scip-inf-6 +952,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +952,Score, +952,Sample, +952,Stateavg,al_scip-inf-6 +953,ProviderNumber,10047 +953,HospitalName,georgiana hospital +953,Address1,515 miranda st +953,Address2, +953,Address3, +953,City,georgiana +953,State,al +953,ZipCode,36033 +953,CountyName,butler +953,PhoneNumber,3343762205 +953,HospitalType,acute care hospitals +953,HospitalOwner,voluntary non-profit - private +953,EmergencyService,no +953,Condition,surgical infection prevention +953,MeasureCode,scip-vte-1 +953,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +953,Score, +953,Sample, +953,Stateavg,al_scip-vte-1 +954,ProviderNumber,10047 +954,HospitalName,georgiana hospital +954,Address1,515 miranda st +954,Address2, +954,Address3, +954,City,georgiana +954,State,al +954,ZipCode,36033 +954,CountyName,butler +954,PhoneNumber,3343762205 +954,HospitalType,acute care hospitals +954,HospitalOwner,voluntary non-profit - private +954,EmergencyService,no +954,Condition,surgical infection prevention +954,MeasureCode,scip-vte-2 +954,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +954,Score, +954,Sample, +954,Stateavg,al_scip-vte-2 +955,ProviderNumber,10049 +955,HospitalName,medical center enterprise +955,Address1,400 n edwards street +955,Address2, +955,Address3, +955,City,enterprise +955,State,al +955,ZipCode,36330 +955,CountyName,coffee 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+957,CountyName,coffee +957,PhoneNumber,3343470584 +957,HospitalType,acute care hospitals +957,HospitalOwner,proprietary +957,EmergencyService,yes +957,Condition,heart attack +957,MeasureCode,ami-3 +957,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +957,Score, +957,Sample,0 +957,Stateavg,al_ami-3 +958,ProviderNumber,10049 +958,HospitalName,medical center enterprise +958,Address1,400 n edwards street +958,Address2, +958,Address3, +958,City,enterprise +958,State,al +958,ZipCode,36330 +958,CountyName,coffee +958,PhoneNumber,3343470584 +958,HospitalType,acute care hospitals +958,HospitalOwner,proprietary +958,EmergencyService,yes +958,Condition,heart attack +958,MeasureCode,ami-4 +958,MeasureName,heart attack patients given smoking cessation advice/counseling +958,Score, +958,Sample,0 +958,Stateavg,al_ami-4 +959,ProviderNumber,10049 +959,HospitalName,medical center enterprise +959,Address1,400 n edwards street +959,Address2, 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+961,Address1,400 n edwards street +961,Address2, +961,Address3, +961,City,enterprise +961,State,al +961,ZipCode,36330 +961,CountyName,coffee +961,PhoneNumber,3343470584 +961,HospitalType,acute care hospitals +961,HospitalOwner,proprietary +961,EmergencyService,yes +961,Condition,heart attack +961,MeasureCode,ami-8a +961,MeasureName,heart attack patients given pci within 90 minutes of arrival +961,Score, +961,Sample,0 +961,Stateavg,al_ami-8a +962,ProviderNumber,10049 +962,HospitalName,medical center enterprise +962,Address1,400 n edwards street +962,Address2, +962,Address3, +962,City,enterprise +962,State,al +962,ZipCode,36330 +962,CountyName,coffee +962,PhoneNumber,3343470584 +962,HospitalType,acute care hospitals +962,HospitalOwner,proprietary +962,EmergencyService,yes +962,Condition,heart failure +962,MeasureCode,hf-1 +962,MeasureName,heart failure patients given discharge instructions +962,Score,96 +962,Sample,70 +962,Stateavg,al_hf-1 +963,ProviderNumber,10049 +963,HospitalName,medical center enterprise +963,Address1,400 n edwards street +963,Address2, +963,Address3, +963,City,enterprise +963,State,al +963,ZipCode,36330 +963,CountyName,coffee +963,PhoneNumber,3343470584 +963,HospitalType,acute care hospitals +963,HospitalOwner,proprietary +963,EmergencyService,yes +963,Condition,heart failure +963,MeasureCode,hf-2 +963,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +963,Score,99 +963,Sample,82 +963,Stateavg,al_hf-2 +964,ProviderNumber,10049 +964,HospitalName,medical center enterprise +964,Address1,400 n edwards street +964,Address2, +964,Address3, +964,City,enterprise +964,State,al +964,ZipCode,36330 +964,CountyName,coffee +964,PhoneNumber,3343470584 +964,HospitalType,acute care hospitals +964,HospitalOwner,proprietary +964,EmergencyService,yes +964,Condition,heart failure +964,MeasureCode,hf-3 +964,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +964,Score,100 +964,Sample,34 +964,Stateavg,al_hf-3 +965,ProviderNumber,10049 +965,HospitalName,medical center enterprise +965,Address1,400 n edwards street +965,Address2, +965,Address3, +965,City,enterprise +965,State,al +965,ZipCode,36330 +965,CountyName,coffee +965,PhoneNumber,3343470584 +965,HospitalType,acute care hospitals +965,HospitalOwner,proprietary +965,EmergencyService,yes +965,Condition,heart failure +965,MeasureCode,hf-4 +965,MeasureName,heart failure patients given smoking cessation advice/counseling +965,Score,100 +965,Sample,15 +965,Stateavg,al_hf-4 +966,ProviderNumber,10049 +966,HospitalName,medical center enterprise +966,Address1,400 n edwards street +966,Address2, +966,Address3, +966,City,enterprise +966,State,al +966,ZipCode,36330 +966,CountyName,coffee +966,PhoneNumber,3343470584 +966,HospitalType,acute care hospitals +966,HospitalOwner,proprietary +966,EmergencyService,yes +966,Condition,pneumonia +966,MeasureCode,pn-2 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hospitals +968,HospitalOwner,proprietary +968,EmergencyService,yes +968,Condition,pneumonia +968,MeasureCode,pn-4 +968,MeasureName,pneumonia patients given smoking cessation advice/counseling +968,Score,100 +968,Sample,24 +968,Stateavg,al_pn-4 +969,ProviderNumber,10049 +969,HospitalName,medical center enterprise +969,Address1,400 n edwards street +969,Address2, +969,Address3, +969,City,enterprise +969,State,al +969,ZipCode,36330 +969,CountyName,coffee +969,PhoneNumber,3343470584 +969,HospitalType,acute care hospitals +969,HospitalOwner,proprietary +969,EmergencyService,yes +969,Condition,pneumonia +969,MeasureCode,pn-5c +969,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +969,Score,99 +969,Sample,85 +969,Stateavg,al_pn-5c +970,ProviderNumber,10049 +970,HospitalName,medical center enterprise +970,Address1,400 n edwards street +970,Address2, +970,Address3, +970,City,enterprise +970,State,al +970,ZipCode,36330 +970,CountyName,coffee +970,PhoneNumber,3343470584 +970,HospitalType,acute care hospitals +970,HospitalOwner,proprietary +970,EmergencyService,yes +970,Condition,pneumonia +970,MeasureCode,pn-6 +970,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +970,Score,99 +970,Sample,67 +970,Stateavg,al_pn-6 +971,ProviderNumber,10049 +971,HospitalName,medical center enterprise +971,Address1,400 n edwards street +971,Address2, +971,Address3, +971,City,enterprise +971,State,al +971,ZipCode,36330 +971,CountyName,coffee +971,PhoneNumber,3343470584 +971,HospitalType,acute care hospitals +971,HospitalOwner,proprietary +971,EmergencyService,yes +971,Condition,pneumonia +971,MeasureCode,pn-7 +971,MeasureName,pneumonia patients assessed and given influenza vaccination +971,Score,100 +971,Sample,37 +971,Stateavg,al_pn-7 +972,ProviderNumber,10049 +972,HospitalName,medical center enterprise +972,Address1,400 n edwards street +972,Address2, +972,Address3, +972,City,enterprise +972,State,al +972,ZipCode,36330 +972,CountyName,coffee +972,PhoneNumber,3343470584 +972,HospitalType,acute care hospitals +972,HospitalOwner,proprietary +972,EmergencyService,yes +972,Condition,surgical infection prevention +972,MeasureCode,scip-card-2 +972,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +972,Score,100 +972,Sample,27 +972,Stateavg,al_scip-card-2 +973,ProviderNumber,10049 +973,HospitalName,medical center enterprise +973,Address1,400 n edwards street +973,Address2, +973,Address3, +973,City,enterprise +973,State,al +973,ZipCode,36330 +973,CountyName,coffee +973,PhoneNumber,3343470584 +973,HospitalType,acute care hospitals +973,HospitalOwner,proprietary +973,EmergencyService,yes +973,Condition,surgical infection prevention +973,MeasureCode,scip-inf-1 +973,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +973,Score,99 +973,Sample,397 +973,Stateavg,al_scip-inf-1 +974,ProviderNumber,10049 +974,HospitalName,medical center enterprise +974,Address1,400 n edwards street +974,Address2, +974,Address3, +974,City,enterprise +974,State,al +974,ZipCode,36330 +974,CountyName,coffee +974,PhoneNumber,3343470584 +974,HospitalType,acute care hospitals +974,HospitalOwner,proprietary +974,EmergencyService,yes +974,Condition,surgical infection prevention +974,MeasureCode,scip-inf-2 +974,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +974,Score,100 +974,Sample,399 +974,Stateavg,al_scip-inf-2 +975,ProviderNumber,10049 +975,HospitalName,medical center enterprise +975,Address1,400 n edwards street +975,Address2, +975,Address3, +975,City,enterprise +975,State,al +975,ZipCode,36330 +975,CountyName,coffee +975,PhoneNumber,3343470584 +975,HospitalType,acute care hospitals +975,HospitalOwner,proprietary +975,EmergencyService,yes +975,Condition,surgical infection prevention +975,MeasureCode,scip-inf-3 +975,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +975,Score,100 +975,Sample,391 +975,Stateavg,al_scip-inf-3 +976,ProviderNumber,10049 +976,HospitalName,medical center enterprise +976,Address1,400 n edwards street +976,Address2, +976,Address3, +976,City,enterprise +976,State,al +976,ZipCode,36330 +976,CountyName,coffee +976,PhoneNumber,3343470584 +976,HospitalType,acute care hospitals +976,HospitalOwner,proprietary +976,EmergencyService,yes +976,Condition,surgical infection prevention +976,MeasureCode,scip-inf-4 +976,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +976,Score, +976,Sample,0 +976,Stateavg,al_scip-inf-4 +977,ProviderNumber,10049 +977,HospitalName,medical center enterprise +977,Address1,400 n edwards street +977,Address2, +977,Address3, +977,City,enterprise +977,State,al +977,ZipCode,36330 +977,CountyName,coffee +977,PhoneNumber,3343470584 +977,HospitalType,acute care hospitals +977,HospitalOwner,proprietary +977,EmergencyService,yes +977,Condition,surgical infection prevention +977,MeasureCode,scip-inf-6 +977,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +977,Score,100 +977,Sample,485 +977,Stateavg,al_scip-inf-6 +978,ProviderNumber,10049 +978,HospitalName,medical center enterprise +978,Address1,400 n edwards street +978,Address2, +978,Address3, +978,City,enterprise +978,State,al +978,ZipCode,36330 +978,CountyName,coffee +978,PhoneNumber,3343470584 +978,HospitalType,acute care hospitals +978,HospitalOwner,proprietary +978,EmergencyService,yes +978,Condition,surgical infection prevention +978,MeasureCode,scip-vte-1 +978,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +978,Score,100 +978,Sample,196 +978,Stateavg,al_scip-vte-1 +979,ProviderNumber,10049 +979,HospitalName,medical center enterprise +979,Address1,400 n edwards street +979,Address2, +979,Address3, +979,City,enterprise +979,State,al +979,ZipCode,36330 +979,CountyName,coffee +979,PhoneNumber,3343470584 +979,HospitalType,acute care hospitals +979,HospitalOwner,proprietary +979,EmergencyService,yes +979,Condition,surgical infection prevention +979,MeasureCode,scip-vte-2 +979,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +979,Score,100 +979,Sample,196 +979,Stateavg,al_scip-vte-2 +980,ProviderNumber,10050 +980,HospitalName,st vincents blount +980,Address1,150 gilbreath drive +980,Address2, +980,Address3, +980,City,oneonta +980,State,al +980,ZipCode,35121 +980,CountyName,blount +980,PhoneNumber,2052743000 +980,HospitalType,acute care hospitals +980,HospitalOwner,voluntary non-profit - private +980,EmergencyService,yes +980,Condition,heart attack +980,MeasureCode,ami-1 +980,MeasureName,heart attack patients given aspirin at arrival +980,Score,100 +980,Sample,7 +980,Stateavg,al_ami-1 +981,ProviderNumber,10050 +981,HospitalName,st vincents blount +981,Address1,150 gilbreath drive +981,Address2, +981,Address3, +981,City,oneonta +981,State,al +981,ZipCode,35121 +981,CountyName,blount +981,PhoneNumber,2052743000 +981,HospitalType,acute care hospitals +981,HospitalOwner,voluntary non-profit - private +981,EmergencyService,yes +981,Condition,heart attack +981,MeasureCode,ami-2 +981,MeasureName,heart attack patients given aspirin at discharge +981,Score,100 +981,Sample,2 +981,Stateavg,al_ami-2 +982,ProviderNumber,10050 +982,HospitalName,st vincents blount +982,Address1,150 gilbreath drive +982,Address2, +982,Address3, +982,City,oneonta +982,State,al +982,ZipCode,35121 +982,CountyName,blount +982,PhoneNumber,2052743000 +982,HospitalType,acute care hospitals +982,HospitalOwner,voluntary non-profit - private +982,EmergencyService,yes +982,Condition,heart attack +982,MeasureCode,ami-3 +982,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +982,Score,100 +982,Sample,2 +982,Stateavg,al_ami-3 +983,ProviderNumber,10050 +983,HospitalName,st vincents blount +983,Address1,150 gilbreath drive +983,Address2, +983,Address3, +983,City,oneonta +983,State,al +983,ZipCode,35121 +983,CountyName,blount +983,PhoneNumber,2052743000 +983,HospitalType,acute care hospitals +983,HospitalOwner,voluntary non-profit - private +983,EmergencyService,yes +983,Condition,heart attack +983,MeasureCode,ami-4 +983,MeasureName,heart attack patients given smoking cessation advice/counseling +983,Score, +983,Sample,0 +983,Stateavg,al_ami-4 +984,ProviderNumber,10050 +984,HospitalName,st vincents blount +984,Address1,150 gilbreath drive +984,Address2, +984,Address3, +984,City,oneonta +984,State,al +984,ZipCode,35121 +984,CountyName,blount +984,PhoneNumber,2052743000 +984,HospitalType,acute care hospitals +984,HospitalOwner,voluntary non-profit - private +984,EmergencyService,yes +984,Condition,heart attack +984,MeasureCode,ami-5 +984,MeasureName,heart attack patients given beta blocker at discharge +984,Score,100 +984,Sample,3 +984,Stateavg,al_ami-5 +985,ProviderNumber,10050 +985,HospitalName,st vincents blount +985,Address1,150 gilbreath drive +985,Address2, +985,Address3, +985,City,oneonta +985,State,al +985,ZipCode,35121 +985,CountyName,blount +985,PhoneNumber,2052743000 +985,HospitalType,acute care hospitals +985,HospitalOwner,voluntary non-profit - private +985,EmergencyService,yes +985,Condition,heart attack +985,MeasureCode,ami-7a +985,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +985,Score, +985,Sample,0 +985,Stateavg,al_ami-7a +986,ProviderNumber,10050 +986,HospitalName,st vincents blount +986,Address1,150 gilbreath drive +986,Address2, +986,Address3, +986,City,oneonta +986,State,al +986,ZipCode,35121 +986,CountyName,blount +986,PhoneNumber,2052743000 +986,HospitalType,acute care hospitals +986,HospitalOwner,voluntary non-profit - private +986,EmergencyService,yes +986,Condition,heart attack +986,MeasureCode,ami-8a +986,MeasureName,heart attack patients given pci within 90 minutes of arrival +986,Score, +986,Sample,0 +986,Stateavg,al_ami-8a +987,ProviderNumber,10050 +987,HospitalName,st vincents blount +987,Address1,150 gilbreath drive +987,Address2, +987,Address3, +987,City,oneonta +987,State,al +987,ZipCode,35121 +987,CountyName,blount +987,PhoneNumber,2052743000 +987,HospitalType,acute care hospitals +987,HospitalOwner,voluntary non-profit - private +987,EmergencyService,yes +987,Condition,heart failure +987,MeasureCode,hf-1 +987,MeasureName,heart failure patients given discharge instructions +987,Score,50 +987,Sample,24 +987,Stateavg,al_hf-1 +988,ProviderNumber,10050 +988,HospitalName,st vincents blount +988,Address1,150 gilbreath drive +988,Address2, +988,Address3, +988,City,oneonta +988,State,al +988,ZipCode,35121 +988,CountyName,blount +988,PhoneNumber,2052743000 +988,HospitalType,acute care hospitals +988,HospitalOwner,voluntary non-profit - private +988,EmergencyService,yes +988,Condition,heart failure +988,MeasureCode,hf-2 +988,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +988,Score,85 +988,Sample,34 +988,Stateavg,al_hf-2 +989,ProviderNumber,10050 +989,HospitalName,st vincents blount +989,Address1,150 gilbreath drive +989,Address2, +989,Address3, +989,City,oneonta +989,State,al +989,ZipCode,35121 +989,CountyName,blount +989,PhoneNumber,2052743000 +989,HospitalType,acute care hospitals +989,HospitalOwner,voluntary non-profit - private +989,EmergencyService,yes +989,Condition,heart failure +989,MeasureCode,hf-3 +989,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +989,Score,100 +989,Sample,7 +989,Stateavg,al_hf-3 +990,ProviderNumber,10050 +990,HospitalName,st vincents blount +990,Address1,150 gilbreath drive +990,Address2, +990,Address3, +990,City,oneonta +990,State,al +990,ZipCode,35121 +990,CountyName,blount +990,PhoneNumber,2052743000 +990,HospitalType,acute care hospitals +990,HospitalOwner,voluntary non-profit - private +990,EmergencyService,yes +990,Condition,heart failure +990,MeasureCode,hf-4 +990,MeasureName,heart failure patients given smoking cessation advice/counseling +990,Score,43 +990,Sample,7 +990,Stateavg,al_hf-4 +991,ProviderNumber,10050 +991,HospitalName,st vincents blount +991,Address1,150 gilbreath drive +991,Address2, +991,Address3, +991,City,oneonta +991,State,al +991,ZipCode,35121 +991,CountyName,blount +991,PhoneNumber,2052743000 +991,HospitalType,acute care hospitals +991,HospitalOwner,voluntary non-profit - private +991,EmergencyService,yes +991,Condition,pneumonia +991,MeasureCode,pn-2 +991,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +991,Score,74 +991,Sample,92 +991,Stateavg,al_pn-2 +992,ProviderNumber,10050 +992,HospitalName,st vincents blount +992,Address1,150 gilbreath drive +992,Address2, +992,Address3, +992,City,oneonta +992,State,al +992,ZipCode,35121 +992,CountyName,blount +992,PhoneNumber,2052743000 +992,HospitalType,acute care hospitals +992,HospitalOwner,voluntary non-profit - private +992,EmergencyService,yes +992,Condition,pneumonia +992,MeasureCode,pn-3b +992,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +992,Score,83 +992,Sample,103 +992,Stateavg,al_pn-3b +993,ProviderNumber,10050 +993,HospitalName,st vincents blount +993,Address1,150 gilbreath drive +993,Address2, +993,Address3, +993,City,oneonta +993,State,al +993,ZipCode,35121 +993,CountyName,blount +993,PhoneNumber,2052743000 +993,HospitalType,acute care hospitals +993,HospitalOwner,voluntary non-profit - private +993,EmergencyService,yes +993,Condition,pneumonia +993,MeasureCode,pn-4 +993,MeasureName,pneumonia patients given smoking cessation advice/counseling +993,Score,83 +993,Sample,29 +993,Stateavg,al_pn-4 +994,ProviderNumber,10050 +994,HospitalName,st vincents blount +994,Address1,150 gilbreath drive +994,Address2, +994,Address3, +994,City,oneonta +994,State,al +994,ZipCode,35121 +994,CountyName,blount +994,PhoneNumber,2052743000 +994,HospitalType,acute care hospitals +994,HospitalOwner,voluntary non-profit - private +994,EmergencyService,yes +994,Condition,pneumonia +994,MeasureCode,pn-5c +994,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +994,Score,98 +994,Sample,105 +994,Stateavg,al_pn-5c +995,ProviderNumber,10050 +995,HospitalName,st vincents blount +995,Address1,150 gilbreath drive +995,Address2, +995,Address3, +995,City,oneonta +995,State,al +995,ZipCode,35121 +995,CountyName,blount +995,PhoneNumber,2052743000 +995,HospitalType,acute care hospitals +995,HospitalOwner,voluntary non-profit - private +995,EmergencyService,yes +995,Condition,pneumonia +995,MeasureCode,pn-6 +995,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +995,Score,77 +995,Sample,74 +995,Stateavg,al_pn-6 +996,ProviderNumber,10050 +996,HospitalName,st vincents blount +996,Address1,150 gilbreath drive +996,Address2, +996,Address3, +996,City,oneonta +996,State,al +996,ZipCode,35121 +996,CountyName,blount +996,PhoneNumber,2052743000 +996,HospitalType,acute care hospitals +996,HospitalOwner,voluntary non-profit - private +996,EmergencyService,yes +996,Condition,pneumonia +996,MeasureCode,pn-7 +996,MeasureName,pneumonia patients assessed and given influenza vaccination +996,Score,64 +996,Sample,55 +996,Stateavg,al_pn-7 +997,ProviderNumber,10050 +997,HospitalName,st vincents blount +997,Address1,150 gilbreath drive +997,Address2, +997,Address3, +997,City,oneonta +997,State,al +997,ZipCode,35121 +997,CountyName,blount +997,PhoneNumber,2052743000 +997,HospitalType,acute care hospitals +997,HospitalOwner,voluntary non-profit - private +997,EmergencyService,yes +997,Condition,surgical infection prevention +997,MeasureCode,scip-card-2 +997,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +997,Score,25 +997,Sample,8 +997,Stateavg,al_scip-card-2 +998,ProviderNumber,10050 +998,HospitalName,st vincents blount +998,Address1,150 gilbreath drive +998,Address2, +998,Address3, +998,City,oneonta +998,State,al +998,ZipCode,35121 +998,CountyName,blount +998,PhoneNumber,2052743000 +998,HospitalType,acute care hospitals +998,HospitalOwner,voluntary non-profit - private +998,EmergencyService,yes +998,Condition,surgical infection prevention +998,MeasureCode,scip-inf-1 +998,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +998,Score,64 +998,Sample,28 +998,Stateavg,al_scip-inf-1 +999,ProviderNumber,10050 +999,HospitalName,st vincents blount +999,Address1,150 gilbreath drive +999,Address2, +999,Address3, +999,City,oneonta +999,State,al +999,ZipCode,35121 +999,CountyName,blount +999,PhoneNumber,2052743000 +999,HospitalType,acute care hospitals +999,HospitalOwner,voluntary non-profit - private +999,EmergencyService,yes +999,Condition,surgical infection prevention +999,MeasureCode,scip-inf-2 +999,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +999,Score,88 +999,Sample,25 +999,Stateavg,al_scip-inf-2 diff --git a/testdata/hospital_100.csv b/testdata/hospital_100.csv deleted file mode 100644 index 5a207fdd0..000000000 --- a/testdata/hospital_100.csv +++ /dev/null @@ -1,101 +0,0 @@ -ProviderNumber,HospitalName,Address1,Address2,Address3,City,State,ZipCode,CountyName,PhoneNumber,HospitalType,HospitalOwner,EmergencyService,Condition,MeasureCode,MeasureName,Score,Sample,Stateavg -10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 -1xx19,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100%,41 patients,al_hf-4 -10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),80%,147 patients,al_pn-6 -10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,xx479x8701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,72%,79 patients,al_scip-card-2 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,2 patients,al_ami-3 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81%,118 patients,al_pn-7 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,36%,14 patients,al_scip-card-2 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565x38310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0 patients,al_scip-inf-4 -10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90%,174 patients,al_pn-2 -10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95%,21 pxtients,al_pn-5c -10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91%,64 patients,al_scip-inf-2 -10011,st vincents east,50 medical park east drive,,,birmixgham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,69 patients,al_pn-4 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,hexrt attxck,ami-8a,heart attack patients given pci within 90 minutes of arrival,40%,5 patients,al_ami-8a -10012,dekalb regional medical center,200 med center drive,,,fort payxe,ax,35968,de kalb,2568453x50,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94%,36 patients,al_hf-3 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97%,69 patients,al_pn-2 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88%,82 patientx,al_pn-6 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voxuntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,xx%,147 patients,al_scip-inf-2 -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,79 patients,al_hf-1 -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96%,24 patients,al_pn-5c -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,334x3xx221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 -10015,southwest alabama medical center,33700 highway x3,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scxp-xnf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),86%,14 patients,al_scip-inf-3 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97%,208 patients,al_ami-2 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,131 patients,al_pn-4 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97%,226 patients,al_scip-vte-1 -10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,,,al_pn-5c -10038,stringfellow memorial hospital,301xeastx18thxst,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100%,29 xatients,al_ami-4 -10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,83 patients,al_pn-4 -10055,flowers hospital,4370 west main street,,,dothan,al,3x305,houston,3347935000,acute care hospitals,proxrietary,yex,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,94 patients,al_hf-3 -10086,northwest medical center,1530xuxsxhighwayx43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85%,13 patients,al_hf-3 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,91%,66 patients,al_pn-2 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82%,45 patients,alxpn-7 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98%,102 patients,al_scip-inf-1 -10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,67 patients,al_pn-4 -10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99%,89 patients,al_pn-7 -20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97%,37 patients,ak_pn-2 -20017,alaska regional hospital,2801 debarr road,,,anchoraxe,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100%,47 patients,ak_pn-3b -20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88%,499 patients,ak_scip-inf-3 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jxffxrson,2563864556,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),86%,139 patients,al_pn-6 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97%,369 patients,al_scip-inf-6 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,sxip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,85%,144 patients,al_scip-vte-1 -10021,dale medical center,126 hospital ave,,,ozark,al,x6x60,dale,3347742601,acute caxe hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,68%,50 patients,al_scip-vte-2 -10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,1xx%,5 patients,al_scip-vte-1 -10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100%,5 patients,al_scip-vte-2 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342xx2100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,134 patients,al_ami-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,25x patients,al_hf-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,98 patients,al_hf-3 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97%,412 patients,al_scip-inf-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97%,423 patients,al_scip-inf-2 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,50%,4 patients,al_ami-4 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91%,34 patients,al_pn-4 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85%,52 patients,al_pn-6 -10027,elba general hospital,987 drayton street,,,elba,ax,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 -10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,2 patients,al_hf-1 -10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acuxe care hospixals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99%,1001 patients,al_scip-inf-1 -10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99%,1016 patients,al_scip-inf-2 -1xx29,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vtx-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92%,473 patients,al_scip-vte-1 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-2,heart attack patients given aspirin at discharge,67%,3 patients,al_ami-2 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left xentricular systolic dysfunction (lxsd),25%,4 patients,al_hf-3 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 -10033,university of alabama hospital,619 south 19th street,,,birmingham,al,x52xx,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95%,350 patients,al_scip-inf-2 -10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100%,3 patients,al_scip-card-2 -10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx%,9 patients,al_scip-inf-3 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),98%,136 patients,al_pn-6 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99%,411 patients,al_scip-inf-1 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95%,298 patients,al_scip-vte-1 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,8 patients,al_ami-1 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,prxprietary,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0 patients,al_ami-4 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,3642x,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),86%,21 patients,al_hf-3 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92%,52 patients,al_pn-7 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,xl,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,80%,66 patients,al_scix-vte-1 -10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-1,children who received reliever medication while hospitalized for asthma,100%,9 patients,al_cac-1 -10038,stringfellow memorial hospital,301 east 18th st,,,annxston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90%,117 patients,al_scip-vte-1 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100%,323 patients,al_ami-2 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitaxs,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-x,pneumonia patients assessed and given pneumococcal vaccination,96%,509 patients,al_pn-2 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90%,269 patients,al_scip-vte-2 -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,axute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96%,187 patients,al_pn-3b -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,91%,109 patients,al_scip-card-2 -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98%,557 patients,al_scip-inf-1 -10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yxs,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98%,121 patiexts,al_pn-5c -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,87%,15 patients,al_scip-inf-2 -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100%,4 patients,al_scip-vte-1 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hoxpitalx,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,18 patients,al_ami-1 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -x0045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,x5%,117 patients,al_pn-2 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,0 patients,al_scip-inf-3 -10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-1,heart failure patients given discharge instructions,53%,51 patients,al_hf-1 -10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,65%,31 patients,al_pn-7 -10049,medical center enterprise,400 n edwards street,,,enterprxse,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10050,st vincents bxount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,50%,24 patients,al_hf-1 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74%,92 patients,al_pn-2 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),77%,74 patients,al_pn-6 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery pxtients who were txking hexrt drugs cxlled betx blockers before coming to the hospitxl who were kept on the betx blockers during the period just before xnd xfter their surgery,25%,8 patients,al_scip-card-2 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88%,25 patients,al_scip-inf-2 diff --git a/testdata/hospital_100_clean.csv b/testdata/hospital_100_clean.csv deleted file mode 100644 index c180ccb6e..000000000 --- a/testdata/hospital_100_clean.csv +++ /dev/null @@ -1,1901 +0,0 @@ -tid,attribute,correct_val -0,ProviderNumber,10018 -0,HospitalName,callahan eye foundation hospital -0,Address1,1720 university blvd -0,Address2, -0,Address3, -0,City,birmingham -0,State,al -0,ZipCode,35233 -0,CountyName,jefferson -0,PhoneNumber,2053258100 -0,HospitalType,acute care hospitals -0,HospitalOwner,voluntary non-profit - private -0,EmergencyService,yes -0,Condition,surgical infection prevention -0,MeasureCode,scip-inf-6 -0,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) -0,Score, -0,Sample, -0,Stateavg,al_scip-inf-6 -1,ProviderNumber,10019 -1,HospitalName,helen keller memorial hospital -1,Address1,1300 south montgomery avenue -1,Address2, -1,Address3, -1,City,sheffield -1,State,al -1,ZipCode,35660 -1,CountyName,jefferson -1,PhoneNumber,2563864556 -1,HospitalType,acute care hospitals -1,HospitalOwner,government - hospital district or authority -1,EmergencyService,yes -1,Condition,heart attack -1,MeasureCode,ami-7a -1,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -1,Score, -1,Sample,0 patients -1,Stateavg,al_ami-7a -2,ProviderNumber,10019 -2,HospitalName,helen keller memorial hospital -2,Address1,1300 south montgomery avenue -2,Address2, -2,Address3, -2,City,sheffield -2,State,al -2,ZipCode,35660 -2,CountyName,jefferson -2,PhoneNumber,2563864556 -2,HospitalType,acute care hospitals -2,HospitalOwner,government - hospital district or authority -2,EmergencyService,yes -2,Condition,heart failure -2,MeasureCode,hf-4 -2,MeasureName,heart failure patients given smoking cessation advice/counseling -2,Score,100% -2,Sample,41 patients -2,Stateavg,al_hf-4 -3,ProviderNumber,10001 -3,HospitalName,southeast alabama medical center -3,Address1,1108 ross clark circle -3,Address2, -3,Address3, -3,City,dothan -3,State,al -3,ZipCode,36302 -3,CountyName,houston -3,PhoneNumber,3347938701 -3,HospitalType,acute care hospitals -3,HospitalOwner,government - hospital district or authority -3,EmergencyService,yes -3,Condition,pneumonia -3,MeasureCode,pn-6 -3,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -3,Score,80% -3,Sample,147 patients -3,Stateavg,al_pn-6 -4,ProviderNumber,10001 -4,HospitalName,southeast alabama medical center -4,Address1,1108 ross clark circle -4,Address2, -4,Address3, -4,City,dothan -4,State,al -4,ZipCode,36302 -4,CountyName,houston -4,PhoneNumber,3347938701 -4,HospitalType,acute care hospitals -4,HospitalOwner,government - hospital district or authority -4,EmergencyService,yes -4,Condition,surgical infection prevention -4,MeasureCode,scip-card-2 -4,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -4,Score,72% -4,Sample,79 patients -4,Stateavg,al_scip-card-2 -5,ProviderNumber,10005 -5,HospitalName,marshall medical center south -5,Address1,2505 u s highway 431 north -5,Address2, -5,Address3, -5,City,boaz -5,State,al -5,ZipCode,35957 -5,CountyName,marshall -5,PhoneNumber,2565938310 -5,HospitalType,acute care hospitals -5,HospitalOwner,government - hospital district or authority -5,EmergencyService,yes -5,Condition,heart attack -5,MeasureCode,ami-3 -5,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -5,Score,100% -5,Sample,2 patients -5,Stateavg,al_ami-3 -6,ProviderNumber,10005 -6,HospitalName,marshall medical center south -6,Address1,2505 u s highway 431 north -6,Address2, -6,Address3, -6,City,boaz -6,State,al -6,ZipCode,35957 -6,CountyName,marshall -6,PhoneNumber,2565938310 -6,HospitalType,acute care hospitals -6,HospitalOwner,government - hospital district or authority -6,EmergencyService,yes -6,Condition,pneumonia -6,MeasureCode,pn-7 -6,MeasureName,pneumonia patients assessed and given influenza vaccination -6,Score,81% -6,Sample,118 patients -6,Stateavg,al_pn-7 -7,ProviderNumber,10005 -7,HospitalName,marshall medical center south -7,Address1,2505 u s highway 431 north -7,Address2, -7,Address3, -7,City,boaz -7,State,al -7,ZipCode,35957 -7,CountyName,marshall -7,PhoneNumber,2565938310 -7,HospitalType,acute care hospitals -7,HospitalOwner,government - hospital district or authority -7,EmergencyService,yes -7,Condition,surgical infection prevention -7,MeasureCode,scip-card-2 -7,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -7,Score,36% -7,Sample,14 patients -7,Stateavg,al_scip-card-2 -8,ProviderNumber,10005 -8,HospitalName,marshall medical center south -8,Address1,2505 u s highway 431 north -8,Address2, -8,Address3, -8,City,boaz -8,State,al -8,ZipCode,35957 -8,CountyName,marshall -8,PhoneNumber,2565938310 -8,HospitalType,acute care hospitals -8,HospitalOwner,government - hospital district or authority -8,EmergencyService,yes -8,Condition,surgical infection prevention -8,MeasureCode,scip-inf-4 -8,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery -8,Score, -8,Sample,0 patients -8,Stateavg,al_scip-inf-4 -9,ProviderNumber,10006 -9,HospitalName,eliza coffee memorial hospital -9,Address1,205 marengo street -9,Address2, -9,Address3, -9,City,florence -9,State,al -9,ZipCode,35631 -9,CountyName,lauderdale -9,PhoneNumber,2567688400 -9,HospitalType,acute care hospitals -9,HospitalOwner,voluntary non-profit - other -9,EmergencyService,yes -9,Condition,pneumonia -9,MeasureCode,pn-2 -9,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -9,Score,90% -9,Sample,174 patients -9,Stateavg,al_pn-2 -10,ProviderNumber,10008 -10,HospitalName,crenshaw community hospital -10,Address1,101 hospital circle -10,Address2, -10,Address3, -10,City,luverne -10,State,al -10,ZipCode,36049 -10,CountyName,crenshaw -10,PhoneNumber,3343353374 -10,HospitalType,acute care hospitals -10,HospitalOwner,government - federal -10,EmergencyService,yes -10,Condition,heart attack -10,MeasureCode,ami-8a -10,MeasureName,heart attack patients given pci within 90 minutes of arrival -10,Score, -10,Sample,0 patients -10,Stateavg,al_ami-8a -11,ProviderNumber,10008 -11,HospitalName,crenshaw community hospital -11,Address1,101 hospital circle -11,Address2, -11,Address3, -11,City,luverne -11,State,al -11,ZipCode,36049 -11,CountyName,crenshaw -11,PhoneNumber,3343353374 -11,HospitalType,acute care hospitals -11,HospitalOwner,government - federal -11,EmergencyService,yes -11,Condition,pneumonia -11,MeasureCode,pn-5c -11,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -11,Score,95% -11,Sample,21 patients -11,Stateavg,al_pn-5c -12,ProviderNumber,10010 -12,HospitalName,marshall medical center north -12,Address1,8000 alabama highway 69 -12,Address2, -12,Address3, -12,City,guntersville -12,State,al -12,ZipCode,35976 -12,CountyName,marshall -12,PhoneNumber,2565718000 -12,HospitalType,acute care hospitals -12,HospitalOwner,government - hospital district or authority -12,EmergencyService,yes -12,Condition,surgical infection prevention -12,MeasureCode,scip-inf-2 -12,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -12,Score,91% -12,Sample,64 patients -12,Stateavg,al_scip-inf-2 -13,ProviderNumber,10011 -13,HospitalName,st vincents east -13,Address1,50 medical park east drive -13,Address2, -13,Address3, -13,City,birmingham -13,State,al -13,ZipCode,35235 -13,CountyName,jefferson -13,PhoneNumber,2058383122 -13,HospitalType,acute care hospitals -13,HospitalOwner,voluntary non-profit - private -13,EmergencyService,yes -13,Condition,pneumonia -13,MeasureCode,pn-4 -13,MeasureName,pneumonia patients given smoking cessation advice/counseling -13,Score,100% -13,Sample,69 patients -13,Stateavg,al_pn-4 -14,ProviderNumber,10012 -14,HospitalName,dekalb regional medical center -14,Address1,200 med center drive -14,Address2, -14,Address3, -14,City,fort payne -14,State,al -14,ZipCode,35968 -14,CountyName,de kalb -14,PhoneNumber,2568453150 -14,HospitalType,acute care hospitals -14,HospitalOwner,voluntary non-profit - church -14,EmergencyService,yes -14,Condition,heart attack -14,MeasureCode,ami-8a -14,MeasureName,heart attack patients given pci within 90 minutes of arrival -14,Score,40% -14,Sample,5 patients -14,Stateavg,al_ami-8a -15,ProviderNumber,10012 -15,HospitalName,dekalb regional medical center -15,Address1,200 med center drive -15,Address2, -15,Address3, -15,City,fort payne -15,State,al -15,ZipCode,35968 -15,CountyName,de kalb -15,PhoneNumber,2568453150 -15,HospitalType,acute care hospitals -15,HospitalOwner,voluntary non-profit - church -15,EmergencyService,yes -15,Condition,heart failure -15,MeasureCode,hf-3 -15,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -15,Score,94% -15,Sample,36 patients -15,Stateavg,al_hf-3 -16,ProviderNumber,10012 -16,HospitalName,dekalb regional medical center -16,Address1,200 med center drive -16,Address2, -16,Address3, -16,City,fort payne -16,State,al -16,ZipCode,35968 -16,CountyName,de kalb -16,PhoneNumber,2568453150 -16,HospitalType,acute care hospitals -16,HospitalOwner,voluntary non-profit - church -16,EmergencyService,yes -16,Condition,pneumonia -16,MeasureCode,pn-2 -16,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -16,Score,97% -16,Sample,69 patients -16,Stateavg,al_pn-2 -17,ProviderNumber,10012 -17,HospitalName,dekalb regional medical center -17,Address1,200 med center drive -17,Address2, -17,Address3, -17,City,fort payne -17,State,al -17,ZipCode,35968 -17,CountyName,de kalb -17,PhoneNumber,2568453150 -17,HospitalType,acute care hospitals -17,HospitalOwner,voluntary non-profit - church -17,EmergencyService,yes -17,Condition,pneumonia -17,MeasureCode,pn-6 -17,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -17,Score,88% -17,Sample,82 patients -17,Stateavg,al_pn-6 -18,ProviderNumber,10012 -18,HospitalName,dekalb regional medical center -18,Address1,200 med center drive -18,Address2, -18,Address3, -18,City,fort payne -18,State,al -18,ZipCode,35968 -18,CountyName,de kalb -18,PhoneNumber,2568453150 -18,HospitalType,acute care hospitals -18,HospitalOwner,voluntary non-profit - church -18,EmergencyService,yes -18,Condition,surgical infection prevention -18,MeasureCode,scip-inf-2 -18,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -18,Score,99% -18,Sample,147 patients -18,Stateavg,al_scip-inf-2 -19,ProviderNumber,10015 -19,HospitalName,southwest alabama medical center -19,Address1,33700 highway 43 -19,Address2, -19,Address3, -19,City,thomasville -19,State,al -19,ZipCode,36784 -19,CountyName,clarke -19,PhoneNumber,3346366221 -19,HospitalType,acute care hospitals -19,HospitalOwner,government - federal -19,EmergencyService,yes -19,Condition,heart failure -19,MeasureCode,hf-1 -19,MeasureName,heart failure patients given discharge instructions -19,Score,100% -19,Sample,79 patients -19,Stateavg,al_hf-1 -20,ProviderNumber,10015 -20,HospitalName,southwest alabama medical center -20,Address1,33700 highway 43 -20,Address2, -20,Address3, -20,City,thomasville -20,State,al -20,ZipCode,36784 -20,CountyName,clarke -20,PhoneNumber,3346366221 -20,HospitalType,acute care hospitals -20,HospitalOwner,government - federal -20,EmergencyService,yes -20,Condition,pneumonia -20,MeasureCode,pn-5c -20,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -20,Score,96% -20,Sample,24 patients -20,Stateavg,al_pn-5c -21,ProviderNumber,10015 -21,HospitalName,southwest alabama medical center -21,Address1,33700 highway 43 -21,Address2, -21,Address3, -21,City,thomasville -21,State,al -21,ZipCode,36784 -21,CountyName,clarke -21,PhoneNumber,3346366221 -21,HospitalType,acute care hospitals -21,HospitalOwner,government - federal -21,EmergencyService,yes -21,Condition,surgical infection prevention -21,MeasureCode,scip-card-2 -21,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -21,Score, -21,Sample, -21,Stateavg,al_scip-card-2 -22,ProviderNumber,10015 -22,HospitalName,southwest alabama medical center -22,Address1,33700 highway 43 -22,Address2, -22,Address3, -22,City,thomasville -22,State,al -22,ZipCode,36784 -22,CountyName,clarke -22,PhoneNumber,3346366221 -22,HospitalType,acute care hospitals -22,HospitalOwner,government - federal -22,EmergencyService,yes -22,Condition,surgical infection prevention -22,MeasureCode,scip-inf-3 -22,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -22,Score,86% -22,Sample,14 patients -22,Stateavg,al_scip-inf-3 -23,ProviderNumber,10016 -23,HospitalName,shelby baptist medical center -23,Address1,1000 first street north -23,Address2, -23,Address3, -23,City,alabaster -23,State,al -23,ZipCode,35007 -23,CountyName,shelby -23,PhoneNumber,2056208100 -23,HospitalType,acute care hospitals -23,HospitalOwner,voluntary non-profit - church -23,EmergencyService,yes -23,Condition,heart attack -23,MeasureCode,ami-2 -23,MeasureName,heart attack patients given aspirin at discharge -23,Score,97% -23,Sample,208 patients -23,Stateavg,al_ami-2 -24,ProviderNumber,10016 -24,HospitalName,shelby baptist medical center -24,Address1,1000 first street north -24,Address2, -24,Address3, -24,City,alabaster -24,State,al -24,ZipCode,35007 -24,CountyName,shelby -24,PhoneNumber,2056208100 -24,HospitalType,acute care hospitals -24,HospitalOwner,voluntary non-profit - church -24,EmergencyService,yes -24,Condition,heart attack -24,MeasureCode,ami-7a -24,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -24,Score, -24,Sample,0 patients -24,Stateavg,al_ami-7a -25,ProviderNumber,10016 -25,HospitalName,shelby baptist medical center -25,Address1,1000 first street north -25,Address2, -25,Address3, -25,City,alabaster -25,State,al -25,ZipCode,35007 -25,CountyName,shelby -25,PhoneNumber,2056208100 -25,HospitalType,acute care hospitals -25,HospitalOwner,voluntary non-profit - church -25,EmergencyService,yes -25,Condition,pneumonia -25,MeasureCode,pn-4 -25,MeasureName,pneumonia patients given smoking cessation advice/counseling -25,Score,100% -25,Sample,131 patients -25,Stateavg,al_pn-4 -26,ProviderNumber,10016 -26,HospitalName,shelby baptist medical center -26,Address1,1000 first street north -26,Address2, -26,Address3, -26,City,alabaster -26,State,al -26,ZipCode,35007 -26,CountyName,shelby -26,PhoneNumber,2056208100 -26,HospitalType,acute care hospitals -26,HospitalOwner,voluntary non-profit - church -26,EmergencyService,yes -26,Condition,surgical infection prevention -26,MeasureCode,scip-vte-1 -26,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -26,Score,97% -26,Sample,226 patients -26,Stateavg,al_scip-vte-1 -27,ProviderNumber,10018 -27,HospitalName,callahan eye foundation hospital -27,Address1,1720 university blvd -27,Address2, -27,Address3, -27,City,birmingham -27,State,al -27,ZipCode,35233 -27,CountyName,jefferson -27,PhoneNumber,2053258100 -27,HospitalType,acute care hospitals -27,HospitalOwner,voluntary non-profit - private -27,EmergencyService,yes -27,Condition,pneumonia -27,MeasureCode,pn-5c -27,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -27,Score, -27,Sample, -27,Stateavg,al_pn-5c -28,ProviderNumber,10038 -28,HospitalName,stringfellow memorial hospital -28,Address1,301 east 18th st -28,Address2, -28,Address3, -28,City,anniston -28,State,al -28,ZipCode,36201 -28,CountyName,calhoun -28,PhoneNumber,2562358900 -28,HospitalType,acute care hospitals -28,HospitalOwner,proprietary -28,EmergencyService,yes -28,Condition,heart attack -28,MeasureCode,ami-4 -28,MeasureName,heart attack patients given smoking cessation advice/counseling -28,Score,100% -28,Sample,29 patients -28,Stateavg,al_ami-4 -29,ProviderNumber,10038 -29,HospitalName,stringfellow memorial hospital -29,Address1,301 east 18th st -29,Address2, -29,Address3, -29,City,anniston -29,State,al -29,ZipCode,36201 -29,CountyName,calhoun -29,PhoneNumber,2562358900 -29,HospitalType,acute care hospitals -29,HospitalOwner,proprietary -29,EmergencyService,yes -29,Condition,pneumonia -29,MeasureCode,pn-4 -29,MeasureName,pneumonia patients given smoking cessation advice/counseling -29,Score,100% -29,Sample,83 patients -29,Stateavg,al_pn-4 -30,ProviderNumber,10055 -30,HospitalName,flowers hospital -30,Address1,4370 west main street -30,Address2, -30,Address3, -30,City,dothan -30,State,al -30,ZipCode,36305 -30,CountyName,houston -30,PhoneNumber,3347935000 -30,HospitalType,acute care hospitals -30,HospitalOwner,proprietary -30,EmergencyService,yes -30,Condition,heart failure -30,MeasureCode,hf-3 -30,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -30,Score,100% -30,Sample,94 patients -30,Stateavg,al_hf-3 -31,ProviderNumber,10086 -31,HospitalName,northwest medical center -31,Address1,1530 u s highway 43 -31,Address2, -31,Address3, -31,City,winfield -31,State,al -31,ZipCode,35594 -31,CountyName,marion -31,PhoneNumber,2054877736 -31,HospitalType,acute care hospitals -31,HospitalOwner,proprietary -31,EmergencyService,yes -31,Condition,heart failure -31,MeasureCode,hf-3 -31,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -31,Score,85% -31,Sample,13 patients -31,Stateavg,al_hf-3 -32,ProviderNumber,10086 -32,HospitalName,northwest medical center -32,Address1,1530 u s highway 43 -32,Address2, -32,Address3, -32,City,winfield -32,State,al -32,ZipCode,35594 -32,CountyName,marion -32,PhoneNumber,2054877736 -32,HospitalType,acute care hospitals -32,HospitalOwner,proprietary -32,EmergencyService,yes -32,Condition,pneumonia -32,MeasureCode,pn-2 -32,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -32,Score,91% -32,Sample,66 patients -32,Stateavg,al_pn-2 -33,ProviderNumber,10086 -33,HospitalName,northwest medical center -33,Address1,1530 u s highway 43 -33,Address2, -33,Address3, -33,City,winfield -33,State,al -33,ZipCode,35594 -33,CountyName,marion -33,PhoneNumber,2054877736 -33,HospitalType,acute care hospitals -33,HospitalOwner,proprietary -33,EmergencyService,yes -33,Condition,pneumonia -33,MeasureCode,pn-7 -33,MeasureName,pneumonia patients assessed and given influenza vaccination -33,Score,82% -33,Sample,45 patients -33,Stateavg,al_pn-7 -34,ProviderNumber,10086 -34,HospitalName,northwest medical center -34,Address1,1530 u s highway 43 -34,Address2, -34,Address3, -34,City,winfield -34,State,al -34,ZipCode,35594 -34,CountyName,marion -34,PhoneNumber,2054877736 -34,HospitalType,acute care hospitals -34,HospitalOwner,proprietary -34,EmergencyService,yes -34,Condition,surgical infection prevention -34,MeasureCode,scip-inf-1 -34,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -34,Score,98% -34,Sample,102 patients -34,Stateavg,al_scip-inf-1 -35,ProviderNumber,10108 -35,HospitalName,prattville baptist hospital -35,Address1,124 s memorial dr -35,Address2, -35,Address3, -35,City,prattville -35,State,al -35,ZipCode,36067 -35,CountyName,autauga -35,PhoneNumber,3343614267 -35,HospitalType,acute care hospitals -35,HospitalOwner,voluntary non-profit - private -35,EmergencyService,yes -35,Condition,pneumonia -35,MeasureCode,pn-4 -35,MeasureName,pneumonia patients given smoking cessation advice/counseling -35,Score,100% -35,Sample,67 patients -35,Stateavg,al_pn-4 -36,ProviderNumber,10108 -36,HospitalName,prattville baptist hospital -36,Address1,124 s memorial dr -36,Address2, -36,Address3, -36,City,prattville -36,State,al -36,ZipCode,36067 -36,CountyName,autauga -36,PhoneNumber,3343614267 -36,HospitalType,acute care hospitals -36,HospitalOwner,voluntary non-profit - private -36,EmergencyService,yes -36,Condition,pneumonia -36,MeasureCode,pn-7 -36,MeasureName,pneumonia patients assessed and given influenza vaccination -36,Score,99% -36,Sample,89 patients -36,Stateavg,al_pn-7 -37,ProviderNumber,20017 -37,HospitalName,alaska regional hospital -37,Address1,2801 debarr road -37,Address2, -37,Address3, -37,City,anchorage -37,State,ak -37,ZipCode,99508 -37,CountyName,anchorage -37,PhoneNumber,9072761131 -37,HospitalType,acute care hospitals -37,HospitalOwner,proprietary -37,EmergencyService,yes -37,Condition,pneumonia -37,MeasureCode,pn-2 -37,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -37,Score,97% -37,Sample,37 patients -37,Stateavg,ak_pn-2 -38,ProviderNumber,20017 -38,HospitalName,alaska regional hospital -38,Address1,2801 debarr road -38,Address2, -38,Address3, -38,City,anchorage -38,State,ak -38,ZipCode,99508 -38,CountyName,anchorage -38,PhoneNumber,9072761131 -38,HospitalType,acute care hospitals -38,HospitalOwner,proprietary -38,EmergencyService,yes -38,Condition,pneumonia -38,MeasureCode,pn-3b -38,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics -38,Score,100% -38,Sample,47 patients -38,Stateavg,ak_pn-3b -39,ProviderNumber,20017 -39,HospitalName,alaska regional hospital -39,Address1,2801 debarr road -39,Address2, -39,Address3, -39,City,anchorage -39,State,ak -39,ZipCode,99508 -39,CountyName,anchorage -39,PhoneNumber,9072761131 -39,HospitalType,acute care hospitals -39,HospitalOwner,proprietary -39,EmergencyService,yes -39,Condition,surgical infection prevention -39,MeasureCode,scip-inf-3 -39,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -39,Score,88% -39,Sample,499 patients -39,Stateavg,ak_scip-inf-3 -40,ProviderNumber,10019 -40,HospitalName,helen keller memorial hospital -40,Address1,1300 south montgomery avenue -40,Address2, -40,Address3, -40,City,sheffield -40,State,al -40,ZipCode,35660 -40,CountyName,jefferson -40,PhoneNumber,2563864556 -40,HospitalType,acute care hospitals -40,HospitalOwner,government - hospital district or authority -40,EmergencyService,yes -40,Condition,pneumonia -40,MeasureCode,pn-6 -40,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -40,Score,86% -40,Sample,139 patients -40,Stateavg,al_pn-6 -41,ProviderNumber,10019 -41,HospitalName,helen keller memorial hospital -41,Address1,1300 south montgomery avenue -41,Address2, -41,Address3, -41,City,sheffield -41,State,al -41,ZipCode,35660 -41,CountyName,jefferson -41,PhoneNumber,2563864556 -41,HospitalType,acute care hospitals -41,HospitalOwner,government - hospital district or authority -41,EmergencyService,yes -41,Condition,surgical infection prevention -41,MeasureCode,scip-inf-6 -41,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) -41,Score,97% -41,Sample,369 patients -41,Stateavg,al_scip-inf-6 -42,ProviderNumber,10019 -42,HospitalName,helen keller memorial hospital -42,Address1,1300 south montgomery avenue -42,Address2, -42,Address3, -42,City,sheffield -42,State,al -42,ZipCode,35660 -42,CountyName,jefferson -42,PhoneNumber,2563864556 -42,HospitalType,acute care hospitals -42,HospitalOwner,government - hospital district or authority -42,EmergencyService,yes -42,Condition,surgical infection prevention -42,MeasureCode,scip-vte-1 -42,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -42,Score,85% -42,Sample,144 patients -42,Stateavg,al_scip-vte-1 -43,ProviderNumber,10021 -43,HospitalName,dale medical center -43,Address1,126 hospital ave -43,Address2, -43,Address3, -43,City,ozark -43,State,al -43,ZipCode,36360 -43,CountyName,dale -43,PhoneNumber,3347742601 -43,HospitalType,acute care hospitals -43,HospitalOwner,government - hospital district or authority -43,EmergencyService,yes -43,Condition,surgical infection prevention -43,MeasureCode,scip-vte-2 -43,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -43,Score,68% -43,Sample,50 patients -43,Stateavg,al_scip-vte-2 -44,ProviderNumber,10022 -44,HospitalName,cherokee medical center -44,Address1,400 northwood dr -44,Address2, -44,Address3, -44,City,centre -44,State,al -44,ZipCode,35960 -44,CountyName,cherokee -44,PhoneNumber,2569275531 -44,HospitalType,acute care hospitals -44,HospitalOwner,voluntary non-profit - private -44,EmergencyService,yes -44,Condition,surgical infection prevention -44,MeasureCode,scip-vte-1 -44,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -44,Score,100% -44,Sample,5 patients -44,Stateavg,al_scip-vte-1 -45,ProviderNumber,10022 -45,HospitalName,cherokee medical center -45,Address1,400 northwood dr -45,Address2, -45,Address3, -45,City,centre -45,State,al -45,ZipCode,35960 -45,CountyName,cherokee -45,PhoneNumber,2569275531 -45,HospitalType,acute care hospitals -45,HospitalOwner,voluntary non-profit - private -45,EmergencyService,yes -45,Condition,surgical infection prevention -45,MeasureCode,scip-vte-2 -45,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -45,Score,100% -45,Sample,5 patients -45,Stateavg,al_scip-vte-2 -46,ProviderNumber,10023 -46,HospitalName,baptist medical center south -46,Address1,2105 east south boulevard -46,Address2, -46,Address3, -46,City,montgomery -46,State,al -46,ZipCode,36116 -46,CountyName,montgomery -46,PhoneNumber,3342882100 -46,HospitalType,acute care hospitals -46,HospitalOwner,voluntary non-profit - church -46,EmergencyService,yes -46,Condition,heart attack -46,MeasureCode,ami-1 -46,MeasureName,heart attack patients given aspirin at arrival -46,Score,100% -46,Sample,134 patients -46,Stateavg,al_ami-1 -47,ProviderNumber,10023 -47,HospitalName,baptist medical center south -47,Address1,2105 east south boulevard -47,Address2, -47,Address3, -47,City,montgomery -47,State,al -47,ZipCode,36116 -47,CountyName,montgomery -47,PhoneNumber,3342882100 -47,HospitalType,acute care hospitals -47,HospitalOwner,voluntary non-profit - church -47,EmergencyService,yes -47,Condition,heart failure -47,MeasureCode,hf-1 -47,MeasureName,heart failure patients given discharge instructions -47,Score,100% -47,Sample,257 patients -47,Stateavg,al_hf-1 -48,ProviderNumber,10023 -48,HospitalName,baptist medical center south -48,Address1,2105 east south boulevard -48,Address2, -48,Address3, -48,City,montgomery -48,State,al -48,ZipCode,36116 -48,CountyName,montgomery -48,PhoneNumber,3342882100 -48,HospitalType,acute care hospitals -48,HospitalOwner,voluntary non-profit - church -48,EmergencyService,yes -48,Condition,heart failure -48,MeasureCode,hf-3 -48,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -48,Score,100% -48,Sample,98 patients -48,Stateavg,al_hf-3 -49,ProviderNumber,10023 -49,HospitalName,baptist medical center south -49,Address1,2105 east south boulevard -49,Address2, -49,Address3, -49,City,montgomery -49,State,al -49,ZipCode,36116 -49,CountyName,montgomery -49,PhoneNumber,3342882100 -49,HospitalType,acute care hospitals -49,HospitalOwner,voluntary non-profit - church -49,EmergencyService,yes -49,Condition,surgical infection prevention -49,MeasureCode,scip-inf-1 -49,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -49,Score,97% -49,Sample,412 patients -49,Stateavg,al_scip-inf-1 -50,ProviderNumber,10023 -50,HospitalName,baptist medical center south -50,Address1,2105 east south boulevard -50,Address2, -50,Address3, -50,City,montgomery -50,State,al -50,ZipCode,36116 -50,CountyName,montgomery -50,PhoneNumber,3342882100 -50,HospitalType,acute care hospitals -50,HospitalOwner,voluntary non-profit - church -50,EmergencyService,yes -50,Condition,surgical infection prevention -50,MeasureCode,scip-inf-2 -50,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -50,Score,97% -50,Sample,423 patients -50,Stateavg,al_scip-inf-2 -51,ProviderNumber,10025 -51,HospitalName,g h lanier memorial hospital -51,Address1,4800 48th st -51,Address2, -51,Address3, -51,City,valley -51,State,al -51,ZipCode,36854 -51,CountyName,chambers -51,PhoneNumber,3347561400 -51,HospitalType,acute care hospitals -51,HospitalOwner,voluntary non-profit - other -51,EmergencyService,yes -51,Condition,heart attack -51,MeasureCode,ami-4 -51,MeasureName,heart attack patients given smoking cessation advice/counseling -51,Score,50% -51,Sample,4 patients -51,Stateavg,al_ami-4 -52,ProviderNumber,10025 -52,HospitalName,g h lanier memorial hospital -52,Address1,4800 48th st -52,Address2, -52,Address3, -52,City,valley -52,State,al -52,ZipCode,36854 -52,CountyName,chambers -52,PhoneNumber,3347561400 -52,HospitalType,acute care hospitals -52,HospitalOwner,voluntary non-profit - other -52,EmergencyService,yes -52,Condition,pneumonia -52,MeasureCode,pn-4 -52,MeasureName,pneumonia patients given smoking cessation advice/counseling -52,Score,91% -52,Sample,34 patients -52,Stateavg,al_pn-4 -53,ProviderNumber,10025 -53,HospitalName,g h lanier memorial hospital -53,Address1,4800 48th st -53,Address2, -53,Address3, -53,City,valley -53,State,al -53,ZipCode,36854 -53,CountyName,chambers -53,PhoneNumber,3347561400 -53,HospitalType,acute care hospitals -53,HospitalOwner,voluntary non-profit - other -53,EmergencyService,yes -53,Condition,pneumonia -53,MeasureCode,pn-6 -53,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -53,Score,85% -53,Sample,52 patients -53,Stateavg,al_pn-6 -54,ProviderNumber,10027 -54,HospitalName,elba general hospital -54,Address1,987 drayton street -54,Address2, -54,Address3, -54,City,elba -54,State,al -54,ZipCode,36323 -54,CountyName,coffee -54,PhoneNumber,3348972257 -54,HospitalType,acute care hospitals -54,HospitalOwner,voluntary non-profit - other -54,EmergencyService,yes -54,Condition,heart attack -54,MeasureCode,ami-2 -54,MeasureName,heart attack patients given aspirin at discharge -54,Score, -54,Sample, -54,Stateavg,al_ami-2 -55,ProviderNumber,10027 -55,HospitalName,elba general hospital -55,Address1,987 drayton street -55,Address2, -55,Address3, -55,City,elba -55,State,al -55,ZipCode,36323 -55,CountyName,coffee -55,PhoneNumber,3348972257 -55,HospitalType,acute care hospitals -55,HospitalOwner,voluntary non-profit - other -55,EmergencyService,yes -55,Condition,heart failure -55,MeasureCode,hf-1 -55,MeasureName,heart failure patients given discharge instructions -55,Score,100% -55,Sample,2 patients -55,Stateavg,al_hf-1 -56,ProviderNumber,10029 -56,HospitalName,east alabama medical center and snf -56,Address1,2000 pepperell parkway -56,Address2, -56,Address3, -56,City,opelika -56,State,al -56,ZipCode,36801 -56,CountyName,lee -56,PhoneNumber,3347493411 -56,HospitalType,acute care hospitals -56,HospitalOwner,government - hospital district or authority -56,EmergencyService,yes -56,Condition,surgical infection prevention -56,MeasureCode,scip-inf-1 -56,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -56,Score,99% -56,Sample,1001 patients -56,Stateavg,al_scip-inf-1 -57,ProviderNumber,10029 -57,HospitalName,east alabama medical center and snf -57,Address1,2000 pepperell parkway -57,Address2, -57,Address3, -57,City,opelika -57,State,al -57,ZipCode,36801 -57,CountyName,lee -57,PhoneNumber,3347493411 -57,HospitalType,acute care hospitals -57,HospitalOwner,government - hospital district or authority -57,EmergencyService,yes -57,Condition,surgical infection prevention -57,MeasureCode,scip-inf-2 -57,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -57,Score,99% -57,Sample,1016 patients -57,Stateavg,al_scip-inf-2 -58,ProviderNumber,10029 -58,HospitalName,east alabama medical center and snf -58,Address1,2000 pepperell parkway -58,Address2, -58,Address3, -58,City,opelika -58,State,al -58,ZipCode,36801 -58,CountyName,lee -58,PhoneNumber,3347493411 -58,HospitalType,acute care hospitals -58,HospitalOwner,government - hospital district or authority -58,EmergencyService,yes -58,Condition,surgical infection prevention -58,MeasureCode,scip-vte-1 -58,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -58,Score,92% -58,Sample,473 patients -58,Stateavg,al_scip-vte-1 -59,ProviderNumber,10032 -59,HospitalName,wedowee hospital -59,Address1,209 north main street -59,Address2, -59,Address3, -59,City,wedowee -59,State,al -59,ZipCode,36278 -59,CountyName,randolph -59,PhoneNumber,2563572111 -59,HospitalType,acute care hospitals -59,HospitalOwner,government - local -59,EmergencyService,no -59,Condition,heart attack -59,MeasureCode,ami-2 -59,MeasureName,heart attack patients given aspirin at discharge -59,Score,67% -59,Sample,3 patients -59,Stateavg,al_ami-2 -60,ProviderNumber,10032 -60,HospitalName,wedowee hospital -60,Address1,209 north main street -60,Address2, -60,Address3, -60,City,wedowee -60,State,al -60,ZipCode,36278 -60,CountyName,randolph -60,PhoneNumber,2563572111 -60,HospitalType,acute care hospitals -60,HospitalOwner,government - local -60,EmergencyService,no -60,Condition,heart failure -60,MeasureCode,hf-3 -60,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -60,Score,25% -60,Sample,4 patients -60,Stateavg,al_hf-3 -61,ProviderNumber,10032 -61,HospitalName,wedowee hospital -61,Address1,209 north main street -61,Address2, -61,Address3, -61,City,wedowee -61,State,al -61,ZipCode,36278 -61,CountyName,randolph -61,PhoneNumber,2563572111 -61,HospitalType,acute care hospitals -61,HospitalOwner,government - local -61,EmergencyService,no -61,Condition,surgical infection prevention -61,MeasureCode,scip-inf-3 -61,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -61,Score, -61,Sample, -61,Stateavg,al_scip-inf-3 -62,ProviderNumber,10032 -62,HospitalName,wedowee hospital -62,Address1,209 north main street -62,Address2, -62,Address3, -62,City,wedowee -62,State,al -62,ZipCode,36278 -62,CountyName,randolph -62,PhoneNumber,2563572111 -62,HospitalType,acute care hospitals -62,HospitalOwner,government - local -62,EmergencyService,no -62,Condition,surgical infection prevention -62,MeasureCode,scip-inf-4 -62,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery -62,Score, -62,Sample, -62,Stateavg,al_scip-inf-4 -63,ProviderNumber,10033 -63,HospitalName,university of alabama hospital -63,Address1,619 south 19th street -63,Address2, -63,Address3, -63,City,birmingham -63,State,al -63,ZipCode,35233 -63,CountyName,jefferson -63,PhoneNumber,2059344011 -63,HospitalType,acute care hospitals -63,HospitalOwner,government - state -63,EmergencyService,yes -63,Condition,surgical infection prevention -63,MeasureCode,scip-inf-2 -63,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -63,Score,95% -63,Sample,350 patients -63,Stateavg,al_scip-inf-2 -64,ProviderNumber,10034 -64,HospitalName,community hospital inc -64,Address1,805 friendship road -64,Address2, -64,Address3, -64,City,tallassee -64,State,al -64,ZipCode,36078 -64,CountyName,elmore -64,PhoneNumber,3342836541 -64,HospitalType,acute care hospitals -64,HospitalOwner,voluntary non-profit - private -64,EmergencyService,no -64,Condition,surgical infection prevention -64,MeasureCode,scip-card-2 -64,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -64,Score,100% -64,Sample,3 patients -64,Stateavg,al_scip-card-2 -65,ProviderNumber,10034 -65,HospitalName,community hospital inc -65,Address1,805 friendship road -65,Address2, -65,Address3, -65,City,tallassee -65,State,al -65,ZipCode,36078 -65,CountyName,elmore -65,PhoneNumber,3342836541 -65,HospitalType,acute care hospitals -65,HospitalOwner,voluntary non-profit - private -65,EmergencyService,no -65,Condition,surgical infection prevention -65,MeasureCode,scip-inf-3 -65,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -65,Score,100% -65,Sample,9 patients -65,Stateavg,al_scip-inf-3 -66,ProviderNumber,10035 -66,HospitalName,cullman regional medical center -66,Address1,1912 alabama highway 157 -66,Address2, -66,Address3, -66,City,cullman -66,State,al -66,ZipCode,35058 -66,CountyName,cullman -66,PhoneNumber,2567372000 -66,HospitalType,acute care hospitals -66,HospitalOwner,government - hospital district or authority -66,EmergencyService,yes -66,Condition,pneumonia -66,MeasureCode,pn-6 -66,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -66,Score,98% -66,Sample,136 patients -66,Stateavg,al_pn-6 -67,ProviderNumber,10035 -67,HospitalName,cullman regional medical center -67,Address1,1912 alabama highway 157 -67,Address2, -67,Address3, -67,City,cullman -67,State,al -67,ZipCode,35058 -67,CountyName,cullman -67,PhoneNumber,2567372000 -67,HospitalType,acute care hospitals -67,HospitalOwner,government - hospital district or authority -67,EmergencyService,yes -67,Condition,surgical infection prevention -67,MeasureCode,scip-inf-1 -67,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -67,Score,99% -67,Sample,411 patients -67,Stateavg,al_scip-inf-1 -68,ProviderNumber,10035 -68,HospitalName,cullman regional medical center -68,Address1,1912 alabama highway 157 -68,Address2, -68,Address3, -68,City,cullman -68,State,al -68,ZipCode,35058 -68,CountyName,cullman -68,PhoneNumber,2567372000 -68,HospitalType,acute care hospitals -68,HospitalOwner,government - hospital district or authority -68,EmergencyService,yes -68,Condition,surgical infection prevention -68,MeasureCode,scip-vte-1 -68,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -68,Score,95% -68,Sample,298 patients -68,Stateavg,al_scip-vte-1 -69,ProviderNumber,10036 -69,HospitalName,andalusia regional hospital -69,Address1,849 south three notch street -69,Address2, -69,Address3, -69,City,andalusia -69,State,al -69,ZipCode,36420 -69,CountyName,covington -69,PhoneNumber,3342228466 -69,HospitalType,acute care hospitals -69,HospitalOwner,proprietary -69,EmergencyService,no -69,Condition,heart attack -69,MeasureCode,ami-1 -69,MeasureName,heart attack patients given aspirin at arrival -69,Score,100% -69,Sample,8 patients -69,Stateavg,al_ami-1 -70,ProviderNumber,10036 -70,HospitalName,andalusia regional hospital -70,Address1,849 south three notch street -70,Address2, -70,Address3, -70,City,andalusia -70,State,al -70,ZipCode,36420 -70,CountyName,covington -70,PhoneNumber,3342228466 -70,HospitalType,acute care hospitals -70,HospitalOwner,proprietary -70,EmergencyService,no -70,Condition,heart attack -70,MeasureCode,ami-4 -70,MeasureName,heart attack patients given smoking cessation advice/counseling -70,Score, -70,Sample,0 patients -70,Stateavg,al_ami-4 -71,ProviderNumber,10036 -71,HospitalName,andalusia regional hospital -71,Address1,849 south three notch street -71,Address2, -71,Address3, -71,City,andalusia -71,State,al -71,ZipCode,36420 -71,CountyName,covington -71,PhoneNumber,3342228466 -71,HospitalType,acute care hospitals -71,HospitalOwner,proprietary -71,EmergencyService,no -71,Condition,heart failure -71,MeasureCode,hf-3 -71,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -71,Score,86% -71,Sample,21 patients -71,Stateavg,al_hf-3 -72,ProviderNumber,10036 -72,HospitalName,andalusia regional hospital -72,Address1,849 south three notch street -72,Address2, -72,Address3, -72,City,andalusia -72,State,al -72,ZipCode,36420 -72,CountyName,covington -72,PhoneNumber,3342228466 -72,HospitalType,acute care hospitals -72,HospitalOwner,proprietary -72,EmergencyService,no -72,Condition,pneumonia -72,MeasureCode,pn-7 -72,MeasureName,pneumonia patients assessed and given influenza vaccination -72,Score,92% -72,Sample,52 patients -72,Stateavg,al_pn-7 -73,ProviderNumber,10036 -73,HospitalName,andalusia regional hospital -73,Address1,849 south three notch street -73,Address2, -73,Address3, -73,City,andalusia -73,State,al -73,ZipCode,36420 -73,CountyName,covington -73,PhoneNumber,3342228466 -73,HospitalType,acute care hospitals -73,HospitalOwner,proprietary -73,EmergencyService,no -73,Condition,surgical infection prevention -73,MeasureCode,scip-vte-1 -73,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -73,Score,80% -73,Sample,66 patients -73,Stateavg,al_scip-vte-1 -74,ProviderNumber,10038 -74,HospitalName,stringfellow memorial hospital -74,Address1,301 east 18th st -74,Address2, -74,Address3, -74,City,anniston -74,State,al -74,ZipCode,36201 -74,CountyName,calhoun -74,PhoneNumber,2562358900 -74,HospitalType,acute care hospitals -74,HospitalOwner,proprietary -74,EmergencyService,yes -74,Condition,children s asthma care -74,MeasureCode,cac-1 -74,MeasureName,children who received reliever medication while hospitalized for asthma -74,Score,100% -74,Sample,9 patients -74,Stateavg,al_cac-1 -75,ProviderNumber,10038 -75,HospitalName,stringfellow memorial hospital -75,Address1,301 east 18th st -75,Address2, -75,Address3, -75,City,anniston -75,State,al -75,ZipCode,36201 -75,CountyName,calhoun -75,PhoneNumber,2562358900 -75,HospitalType,acute care hospitals -75,HospitalOwner,proprietary -75,EmergencyService,yes -75,Condition,surgical infection prevention -75,MeasureCode,scip-vte-1 -75,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -75,Score,90% -75,Sample,117 patients -75,Stateavg,al_scip-vte-1 -76,ProviderNumber,10039 -76,HospitalName,huntsville hospital -76,Address1,101 sivley rd -76,Address2, -76,Address3, -76,City,huntsville -76,State,al -76,ZipCode,35801 -76,CountyName,madison -76,PhoneNumber,2562651000 -76,HospitalType,acute care hospitals -76,HospitalOwner,government - hospital district or authority -76,EmergencyService,yes -76,Condition,heart attack -76,MeasureCode,ami-2 -76,MeasureName,heart attack patients given aspirin at discharge -76,Score,100% -76,Sample,323 patients -76,Stateavg,al_ami-2 -77,ProviderNumber,10039 -77,HospitalName,huntsville hospital -77,Address1,101 sivley rd -77,Address2, -77,Address3, -77,City,huntsville -77,State,al -77,ZipCode,35801 -77,CountyName,madison -77,PhoneNumber,2562651000 -77,HospitalType,acute care hospitals -77,HospitalOwner,government - hospital district or authority -77,EmergencyService,yes -77,Condition,heart attack -77,MeasureCode,ami-7a -77,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -77,Score, -77,Sample,0 patients -77,Stateavg,al_ami-7a -78,ProviderNumber,10039 -78,HospitalName,huntsville hospital -78,Address1,101 sivley rd -78,Address2, -78,Address3, -78,City,huntsville -78,State,al -78,ZipCode,35801 -78,CountyName,madison -78,PhoneNumber,2562651000 -78,HospitalType,acute care hospitals -78,HospitalOwner,government - hospital district or authority -78,EmergencyService,yes -78,Condition,pneumonia -78,MeasureCode,pn-2 -78,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -78,Score,96% -78,Sample,509 patients -78,Stateavg,al_pn-2 -79,ProviderNumber,10039 -79,HospitalName,huntsville hospital -79,Address1,101 sivley rd -79,Address2, -79,Address3, -79,City,huntsville -79,State,al -79,ZipCode,35801 -79,CountyName,madison -79,PhoneNumber,2562651000 -79,HospitalType,acute care hospitals -79,HospitalOwner,government - hospital district or authority -79,EmergencyService,yes -79,Condition,surgical infection prevention -79,MeasureCode,scip-vte-2 -79,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -79,Score,90% -79,Sample,269 patients -79,Stateavg,al_scip-vte-2 -80,ProviderNumber,10040 -80,HospitalName,gadsden regional medical center -80,Address1,1007 goodyear avenue -80,Address2, -80,Address3, -80,City,gadsden -80,State,al -80,ZipCode,35903 -80,CountyName,etowah -80,PhoneNumber,2564944000 -80,HospitalType,acute care hospitals -80,HospitalOwner,proprietary -80,EmergencyService,yes -80,Condition,pneumonia -80,MeasureCode,pn-3b -80,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics -80,Score,96% -80,Sample,187 patients -80,Stateavg,al_pn-3b -81,ProviderNumber,10040 -81,HospitalName,gadsden regional medical center -81,Address1,1007 goodyear avenue -81,Address2, -81,Address3, -81,City,gadsden -81,State,al -81,ZipCode,35903 -81,CountyName,etowah -81,PhoneNumber,2564944000 -81,HospitalType,acute care hospitals -81,HospitalOwner,proprietary -81,EmergencyService,yes -81,Condition,surgical infection prevention -81,MeasureCode,scip-card-2 -81,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -81,Score,91% -81,Sample,109 patients -81,Stateavg,al_scip-card-2 -82,ProviderNumber,10040 -82,HospitalName,gadsden regional medical center -82,Address1,1007 goodyear avenue -82,Address2, -82,Address3, -82,City,gadsden -82,State,al -82,ZipCode,35903 -82,CountyName,etowah -82,PhoneNumber,2564944000 -82,HospitalType,acute care hospitals -82,HospitalOwner,proprietary -82,EmergencyService,yes -82,Condition,surgical infection prevention -82,MeasureCode,scip-inf-1 -82,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -82,Score,98% -82,Sample,557 patients -82,Stateavg,al_scip-inf-1 -83,ProviderNumber,10043 -83,HospitalName,chilton medical center -83,Address1,1010 lay dam road -83,Address2, -83,Address3, -83,City,clanton -83,State,al -83,ZipCode,35045 -83,CountyName,chilton -83,PhoneNumber,2057552500 -83,HospitalType,acute care hospitals -83,HospitalOwner,voluntary non-profit - private -83,EmergencyService,yes -83,Condition,heart attack -83,MeasureCode,ami-8a -83,MeasureName,heart attack patients given pci within 90 minutes of arrival -83,Score, -83,Sample,0 patients -83,Stateavg,al_ami-8a -84,ProviderNumber,10044 -84,HospitalName,marion regional medical center -84,Address1,1256 military street south -84,Address2, -84,Address3, -84,City,hamilton -84,State,al -84,ZipCode,35570 -84,CountyName,marion -84,PhoneNumber,2059216200 -84,HospitalType,acute care hospitals -84,HospitalOwner,voluntary non-profit - private -84,EmergencyService,yes -84,Condition,pneumonia -84,MeasureCode,pn-5c -84,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -84,Score,98% -84,Sample,121 patients -84,Stateavg,al_pn-5c -85,ProviderNumber,10044 -85,HospitalName,marion regional medical center -85,Address1,1256 military street south -85,Address2, -85,Address3, -85,City,hamilton -85,State,al -85,ZipCode,35570 -85,CountyName,marion -85,PhoneNumber,2059216200 -85,HospitalType,acute care hospitals -85,HospitalOwner,voluntary non-profit - private -85,EmergencyService,yes -85,Condition,surgical infection prevention -85,MeasureCode,scip-inf-2 -85,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -85,Score,87% -85,Sample,15 patients -85,Stateavg,al_scip-inf-2 -86,ProviderNumber,10044 -86,HospitalName,marion regional medical center -86,Address1,1256 military street south -86,Address2, -86,Address3, -86,City,hamilton -86,State,al -86,ZipCode,35570 -86,CountyName,marion -86,PhoneNumber,2059216200 -86,HospitalType,acute care hospitals -86,HospitalOwner,voluntary non-profit - private -86,EmergencyService,yes -86,Condition,surgical infection prevention -86,MeasureCode,scip-vte-1 -86,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -86,Score,100% -86,Sample,4 patients -86,Stateavg,al_scip-vte-1 -87,ProviderNumber,10045 -87,HospitalName,fayette medical center -87,Address1,1653 temple avenue north -87,Address2, -87,Address3, -87,City,fayette -87,State,al -87,ZipCode,35555 -87,CountyName,fayette -87,PhoneNumber,2059325966 -87,HospitalType,acute care hospitals -87,HospitalOwner,voluntary non-profit - other -87,EmergencyService,yes -87,Condition,heart attack -87,MeasureCode,ami-1 -87,MeasureName,heart attack patients given aspirin at arrival -87,Score,100% -87,Sample,18 patients -87,Stateavg,al_ami-1 -88,ProviderNumber,10045 -88,HospitalName,fayette medical center -88,Address1,1653 temple avenue north -88,Address2, -88,Address3, -88,City,fayette -88,State,al -88,ZipCode,35555 -88,CountyName,fayette -88,PhoneNumber,2059325966 -88,HospitalType,acute care hospitals -88,HospitalOwner,voluntary non-profit - other -88,EmergencyService,yes -88,Condition,heart attack -88,MeasureCode,ami-7a -88,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -88,Score, -88,Sample,0 patients -88,Stateavg,al_ami-7a -89,ProviderNumber,10045 -89,HospitalName,fayette medical center -89,Address1,1653 temple avenue north -89,Address2, -89,Address3, -89,City,fayette -89,State,al -89,ZipCode,35555 -89,CountyName,fayette -89,PhoneNumber,2059325966 -89,HospitalType,acute care hospitals -89,HospitalOwner,voluntary non-profit - other -89,EmergencyService,yes -89,Condition,heart attack -89,MeasureCode,ami-8a -89,MeasureName,heart attack patients given pci within 90 minutes of arrival -89,Score, -89,Sample,0 patients -89,Stateavg,al_ami-8a -90,ProviderNumber,10045 -90,HospitalName,fayette medical center -90,Address1,1653 temple avenue north -90,Address2, -90,Address3, -90,City,fayette -90,State,al -90,ZipCode,35555 -90,CountyName,fayette -90,PhoneNumber,2059325966 -90,HospitalType,acute care hospitals -90,HospitalOwner,voluntary non-profit - other -90,EmergencyService,yes -90,Condition,pneumonia -90,MeasureCode,pn-2 -90,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -90,Score,85% -90,Sample,117 patients -90,Stateavg,al_pn-2 -91,ProviderNumber,10045 -91,HospitalName,fayette medical center -91,Address1,1653 temple avenue north -91,Address2, -91,Address3, -91,City,fayette -91,State,al -91,ZipCode,35555 -91,CountyName,fayette -91,PhoneNumber,2059325966 -91,HospitalType,acute care hospitals -91,HospitalOwner,voluntary non-profit - other -91,EmergencyService,yes -91,Condition,surgical infection prevention -91,MeasureCode,scip-inf-3 -91,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -91,Score, -91,Sample,0 patients -91,Stateavg,al_scip-inf-3 -92,ProviderNumber,10047 -92,HospitalName,georgiana hospital -92,Address1,515 miranda st -92,Address2, -92,Address3, -92,City,georgiana -92,State,al -92,ZipCode,36033 -92,CountyName,butler -92,PhoneNumber,3343762205 -92,HospitalType,acute care hospitals -92,HospitalOwner,voluntary non-profit - private -92,EmergencyService,no -92,Condition,heart failure -92,MeasureCode,hf-1 -92,MeasureName,heart failure patients given discharge instructions -92,Score,53% -92,Sample,51 patients -92,Stateavg,al_hf-1 -93,ProviderNumber,10047 -93,HospitalName,georgiana hospital -93,Address1,515 miranda st -93,Address2, -93,Address3, -93,City,georgiana -93,State,al -93,ZipCode,36033 -93,CountyName,butler -93,PhoneNumber,3343762205 -93,HospitalType,acute care hospitals -93,HospitalOwner,voluntary non-profit - private -93,EmergencyService,no -93,Condition,pneumonia -93,MeasureCode,pn-7 -93,MeasureName,pneumonia patients assessed and given influenza vaccination -93,Score,65% -93,Sample,31 patients -93,Stateavg,al_pn-7 -94,ProviderNumber,10049 -94,HospitalName,medical center enterprise -94,Address1,400 n edwards street -94,Address2, -94,Address3, -94,City,enterprise -94,State,al -94,ZipCode,36330 -94,CountyName,coffee -94,PhoneNumber,3343470584 -94,HospitalType,acute care hospitals -94,HospitalOwner,proprietary -94,EmergencyService,yes -94,Condition,heart attack -94,MeasureCode,ami-7a -94,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -94,Score, -94,Sample,0 patients -94,Stateavg,al_ami-7a -95,ProviderNumber,10050 -95,HospitalName,st vincents blount -95,Address1,150 gilbreath drive -95,Address2, -95,Address3, -95,City,oneonta -95,State,al -95,ZipCode,35121 -95,CountyName,blount -95,PhoneNumber,2052743000 -95,HospitalType,acute care hospitals -95,HospitalOwner,voluntary non-profit - private -95,EmergencyService,yes -95,Condition,heart failure -95,MeasureCode,hf-1 -95,MeasureName,heart failure patients given discharge instructions -95,Score,50% -95,Sample,24 patients -95,Stateavg,al_hf-1 -96,ProviderNumber,10050 -96,HospitalName,st vincents blount -96,Address1,150 gilbreath drive -96,Address2, -96,Address3, -96,City,oneonta -96,State,al -96,ZipCode,35121 -96,CountyName,blount -96,PhoneNumber,2052743000 -96,HospitalType,acute care hospitals -96,HospitalOwner,voluntary non-profit - private -96,EmergencyService,yes -96,Condition,pneumonia -96,MeasureCode,pn-2 -96,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -96,Score,74% -96,Sample,92 patients -96,Stateavg,al_pn-2 -97,ProviderNumber,10050 -97,HospitalName,st vincents blount -97,Address1,150 gilbreath drive -97,Address2, -97,Address3, -97,City,oneonta -97,State,al -97,ZipCode,35121 -97,CountyName,blount -97,PhoneNumber,2052743000 -97,HospitalType,acute care hospitals -97,HospitalOwner,voluntary non-profit - private -97,EmergencyService,yes -97,Condition,pneumonia -97,MeasureCode,pn-6 -97,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -97,Score,77% -97,Sample,74 patients -97,Stateavg,al_pn-6 -98,ProviderNumber,10050 -98,HospitalName,st vincents blount -98,Address1,150 gilbreath drive -98,Address2, -98,Address3, -98,City,oneonta -98,State,al -98,ZipCode,35121 -98,CountyName,blount -98,PhoneNumber,2052743000 -98,HospitalType,acute care hospitals -98,HospitalOwner,voluntary non-profit - private -98,EmergencyService,yes -98,Condition,surgical infection prevention -98,MeasureCode,scip-card-2 -98,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -98,Score,25% -98,Sample,8 patients -98,Stateavg,al_scip-card-2 -99,ProviderNumber,10050 -99,HospitalName,st vincents blount -99,Address1,150 gilbreath drive -99,Address2, -99,Address3, -99,City,oneonta -99,State,al -99,ZipCode,35121 -99,CountyName,blount -99,PhoneNumber,2052743000 -99,HospitalType,acute care hospitals -99,HospitalOwner,voluntary non-profit - private -99,EmergencyService,yes -99,Condition,surgical infection prevention -99,MeasureCode,scip-inf-2 -99,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -99,Score,88% -99,Sample,25 patients -99,Stateavg,al_scip-inf-2 diff --git a/testdata/met_1000.csv b/testdata/met/met_1000.csv similarity index 100% rename from testdata/met_1000.csv rename to testdata/met/met_1000.csv diff --git a/testdata/met/met_1000_transformed.csv b/testdata/met/met_1000_transformed.csv new file mode 100644 index 000000000..c327c41e8 --- /dev/null +++ b/testdata/met/met_1000_transformed.csv @@ -0,0 +1,1001 @@ +Reign,Period,Dynasty,State,Region,Artist Nationality,City,Culture,Classification,Artist Alpha Sort,Country,Title,Object Name +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Unwin, Francis Sydney|Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,North Side of the West Wall of Nakht's Offering Chapel,"Facsimile, TT 52, fishing, fowling, wine making, clap net," +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,"Banquet Scene with Musicians, Tomb of Nakht","Facsimile, Nakht (TT 52), banquet, musicians" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Bird, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), bird" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +,,,Gloucester County,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|Stenger Glass House|American Flint Glass Manufactory ",United States|United States,Sugar bowl,Sugar bowl +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Lunette Over a Door,"Facsimile, Qenamun (TT 93), lunette" +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Detail of a Bull from a Procession of Offering Bearers,"Facsimile, TT 226, offering procession, bull" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Scene of Birds and Border Decoration,"Facsimile, Amarna, North Palace, floor" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the South Side of Nakht's Offering Chapel,"Facsimile, TT 52, ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Nakht and his Wife Receiving Offerings,"Facsimile, TT 52, offering" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Wild Feline, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Crane, Lancelot",Egypt,"East Wall, South Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, agriculture, Nakht, Tawy" +reign of Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Ramose","Facsimile, Ramose (TT 55), funeral procession" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,North Wall of Nakht's Offering Chapel,"Facsimile, TT 52, north wall, offering scenes, Nakht, Tawy" +,,,Haute-Vienne,Western,American and French|American,Limoges,American,Ceramics,"Lloyde, L. T.|Haviland & Co.|O'Hara, Dorothea Warren",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Furnaces",United States,Vase,Vase +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Desert Animal, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +reign of Menkaure,Twentieth Century; original Old Kingdom,Dynasty 4,,Memphite Region,American,,,,"Smith, Joseph Lindon",Egypt,Copy of painting from Khuenre's mastaba,"Facsimile, Khuenre" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot|Unwin, Francis Sydney|Davies, Norman de Garis",Egypt,South Wall of Nakht's Offering Chapel,"Facsimile, TT 52, false door, offerings" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Fish, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fish" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling in the Center of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"East Wall, Nouth Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, Nakht, Tawy" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Ram, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), ram" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling on the South Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Weavers, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), weavers" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hibiscus and Parrots,Window +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and Queen Tiye Enthroned Beneath a Kiosk, Tomb of Anen","Facsimile, Anen (TT 120), Amenhotep III, Queen Tiye, kiosk" +,,,Queens,,American,New York,American,Frames,"Tiffany Studios |Tiffany, Louis Comfort",United States,Calendar Frame,Calendar frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Inkwell,Inkwell +reign of Amenhotep III–Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Hopgood, Hugh R.",Egypt,Osiris and the Four Sons of Horus,"Facsimile, Nebamun (TT 181), Ipuky, Osiris, Fours Sons of Horus" +reign of Amenemhat II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,"Netting Birds, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fowling" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnifying Glass,Magnifying glass +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Frame,Frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Holder,Paper holder +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Button Hook,Button hook +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Handles,Pen handles +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Candle Shade and Support,Candle shade and support +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Brush,Pen brush +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Tray,Pen tray +,,,Queens,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Thermometer,Thermometer +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Scale,Letter scale +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plate,Plate +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell and Tray,Inkwell and tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Ash Tray,Ash tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +reign of Thutmose IV–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Menna and Family Hunting in the Marshes, Tomb of Menna","Facsimile, Menna (TT 69), marsh hunting" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing and Fowling, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing, fowling" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Adoring Deities of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), adoration, western gods" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Davenport, ",England,Plate,Plate +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Offerings Made to the Deceased and his Wife, Tomb of Djehutyemheb","Facsimile, Djehutyemhab (TT 45), offering scenes" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Unwin, Francis Sydney",Egypt,"Djehutyemhab and his Wife Worshipping Amun-Re-Harakhty, Tomb of Djehutyemhab","Facsimile, Djehuty (TT 45), Djehutyemhab, Amun-Re-Harakhty" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Djehutyemheb and his Wife Adoring Sokar, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, adoration scene, Sokar" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Western Sun Adored by Deities, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, ceiling" +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Pugin, Augustus Welby Northmore|Minton and Company ",England,Bread Plate,Bread plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Ramesses III,"New Kingdom, Ramesside",Dynasty 20,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ramesses III and Prince Amenherkhepeshef before Hathor,"Facsimile, Amenherkhepeshef (QV 55), Ramesses III" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Casting Metal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal casting" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,|,"Wilkinson, Charles K.",Egypt,Female Musicians,"Facsimile, Djeserkareseneb (TT 38), music, harp, lute, lyre, flute" +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Grandmother, Seniseneb","Facsimile, Temple of Hatshepsut, Seniseneb" +,,,Staffordshire,,Italian,Stoke-on-Trent,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Aegean Islanders in the Tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Aegean Islanders" +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Neale and Company E. J.|Cochin, Charles Nicolas, II",England,Medallion of Benjamin Franklin,Medallion +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics-Cylinder Seals-Inscribed,"Hackwood, William|Wedgwood and Sons, Josiah",England,Anti-Slavery Medallion,Medallion +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Caffiéri, Jean Jacques|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Roundel,Roundel +reign of Thutmose III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Fragment of a Hunting Scene,"Facsimile, Mentuherkhepeshef (TT 20), hunting" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Rocker Blotter,Rocker blotter +,,,New England,,American,Boston,American,Furniture,"Seymour, Thomas|Doull, James|Penniman, John Ritto|Seymour, John",United States,Tall Clock,Tall clock +,,,Queens,,Austrian,New York,American,Glass,"Tiffany Glass and Decorating Company|Kreischmann, Fredolin",United States,Vase,Vase +,Middle Kingdom,Dynasty 11,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Griffin, Tomb of Khety","Facsimile, Khety (Beni Hasan 17), griffin" +,,,New England,,,Boston,American,Furniture,"Davenport, A. H.|Keeler & Co.",United States,Armchair,Armchair +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Compote,Compote +,,,Haute-Vienne,,American and French,Atlanta|Limoges,American,Ceramics,"Lycett, Studios William|Haviland & Co.",United States|France,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,"Lycett, Edward|Faience Manufacturing Company ",United States,Covered Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah|Wright, Joseph (Wright of Derby)",England,George Washington,Cameo +reign of Thutmose III–Amenhotep II ?,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Gifts from the King, Tomb of Menkheperraseneb","Facsimile, Menkheperraseneb (TT 79), funerary gifts" +,,,Haute-Vienne,,American and French,New York|Limoges,American,Ceramics,"Mason, Maude|Haviland & Co.",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,Queens,,American,New York,American,Drawings,"Tiffany Studios |Lamar, Raphael de|Tiffany, Louis Comfort|Tiffany Glass Company|Tiffany Glass and Decorating Company",United States,Design for “Woman in a Pergola with Wisteria” window,Drawing +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women Preparing Food, Tomb of Djari","Facsimile, Djari (TT 366)" +,,,Queens,,American,New York,American,Silver,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Cup,Cup +,,,Brooklyn,,American,New York,American,Furniture,"Brooks, Thomas",United States,Armchair,Armchair +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Laden Donkeys and Ploughing, Tomb of Djar","Facsimile, Djari (TT 366, MMA 820), plowing, donkeys" +,,,Haute-Vienne,,American and French,Cincinnati|Limoges,American,Ceramics,F. B. M.|Haviland & Co.,United States|France,Plate,Plate +reign of Snefru,Original: Old Kingdom,Dynasty 4,,Memphite Region,,,,,"Wilkinson, Charles K.",Egypt,"Facsimile Painting of Geese, Tomb of Nefermaat and Itet","Facsimile, Nefermaat and Itet, Meidum geese" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Man Transporting a Hedgehog and a Hare, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), hedgehogs" +Joint reign of Hatshepsut and Thutmose III,Twentieth Century; original New Kingdom,"Original New Kingdom, Dynasty 18",,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Facsimile: Scene of Fish Preparation and Net Making,"Facsimile, Amenhotep (TT 73), fish preparation, net making" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Pitcher,Pitcher +reign of Amenhotep II,Twentieth Century; original New Kingdom,original Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and a Woman Make Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,Leaders of the Aamu of Shu,"Facsimile, Khnumhotep (Beni Hasan 3), nomads" +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and his Mother Receiving Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Schumacher's Taliesin Line of Decorative Fabrics and Wallpapers Designed by Frank Lloyd Wright,Fabric sample book +,,,New England|New England,,,Cambridge|Boston,American,Glass,New England Glass Company |South Boston Flint Glass Works ,United States|United States|United States,Sugar bowl,Sugar bowl +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Candlestick,Candlestick +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Finger Bowl,Finger bowl +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Ewer,Ewer +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandals" +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Merseyside,,British,Liverpool,British,Jewelry,Tobias and Company M. I.,England,Watch,Watch +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter Making a Chair, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter, bow drill" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gesso Preparation and Application, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stucco making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers Getting Water from a Pool, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), pool" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), brickmaking" +,,,,Asmat,,Omadesep Village,,Photographs,"Ndanim|Rockefeller, Michael Clark|Gerbrands, Adrianus Alexander",Indonesia,Ndanim of Omadesep Holding a Paint Vessel (jifoi),PHOTOGRAPH +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Rekhmire and Mother Receiving Offerings, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offering" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Scrapbook,Scrapbook +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Covered Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,Italian,,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Cameo Medallion,Cameo medallion +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Heath, Joseph",England,Plate,Plate +,,,,South United States,American,Biloxi,American,Ceramics,"Ohr, George E.|Biloxi Art Pottery ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Meigh, Charles",England,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Plate,Plate +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cup Plate,Cup plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Architecture,"Dikeman, Fred|Tiffany, Louis Comfort|Dikeman, Fred and Nancy Lee",United States,Mosaic Panel,Mosaic panel +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Vegetable Dish,Vegetable dish +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,American,New York,American,Ceramics,"Müller, Karl L. H.",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Mosaic Plaque,Mosaic plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Corona,,,St. Petersburg|New York,"American, Russian",Glass,"Aarne, Viktor|FABERGÉ, HOUSE OF CARL|Tiffany Furnaces",Russia|United States,Vase with serpent mounts,Vase +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Martin, Zue|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Woven curtain +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American|American,New York,American,Textiles-Printed,"Reynolds, James|Wesley Simpson, Inc. ",America,Piece,Sample +,,,,Mid-Atlantic,"American, born Austria-Hungary|American",New York,American,Textiles-Printed,"Bemelmans, Ludwig|Wesley Simpson, Inc. ",America,Piece,Sample +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Mother, Queen Ahmose","Facsimile, Hatshepsut's Temple, Queen Ahmose" +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Crib or Doll Coverlet,Coverlet +,,,,,American,Tokyo,American,Furniture,"Wright, Frank Lloyd|Matsu-Zukaya Company ",Japan,Side Chair,Side Chair +,,,,,American,Tokyo,American,Furniture,"Matsu-Zukaya Company |Wright, Frank Lloyd",Japan,Side Chair,Side Chair +,,,,,American,Riverside,American,Ceramics,"Wright, Frank Lloyd|Bauscher Brothers Porcelain Factory ",United States,Plate,Plate +reign of Ahmose,Twentieth Century; original Early New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Ceiling Decoration,"Facsimile, Tetiky (TT 15), ceiling" +,,,Suffolk County,,American,Sag Harbor,American,Textiles,"Coleman, Ruth Culver",United States,Embroidered coverlet,Coverlet +,,,New London County,,American,Stonington,American,Textiles,"Breed, Mary",United States,Embroidered coverlet,Coverlet +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,New England,American,Manchester and Hartford,American,Textiles-Printed,Cheney Brothers,America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Log Cabin Crib Quilt,Quilt +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster (Tetramorph) from the Parapet of a Pulpit with Symbol of the Evangelists,Pilaster +,,,,,American,Cleveland,American,Furniture,"Van Dorn Iron Works Company The|Wright, Frank Lloyd",United States,Side Chair,Side Chair +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Sauceboat,Sauceboat +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Building a Catafalque, Tomb of Ipuy","Facsimile, Ipuy (TT 217), catafalque" +,,,Queens,,American,New York,American,Ceramics,"Volkmar Ceramic Company|Volkmar, Charles",United States,Vase,Vase +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Facsimile painting from the 'Green Room' in the North Palace at Amarna,"Facsimile, Amarna, North Palace, papyrus swamp" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Seated woman with Two Female Servants,"Facsimile, Djeserkareseneb (TT 38), banquet, chair" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Compote,Compote +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +reign of Ramesses II,"Original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Queen Nefertari Playing Senet,"Facsimile, QV 66, Nefertari" +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|McLoughlin Thomas P.|Mizelle Diana G.,United States,Small Bass Violin,Small Bass Violin +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Sennedjem and Iineferti in the Fields of Iaru,"Facsimile, Sennedjem (TT 1), Iaru" +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Facsimile of the south side of the sarcophagus of King Haremhab,"Facsimile, sarcophagus, Haremhab, KV 57" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ibex and Dog from the Tomb of Qenamun,"Facsimile, Qenamun (TT 93), hunting" +,,,Staffordshire,,American,,British (American market),Ceramics,"Emmet, Rosina|Wedgwood and Sons, Josiah",England,M. B. Brown,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,General Zachary Taylor,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,"American, born Germany",New York,American,Textiles-Printed,"Allesch, Marianna von|McBratney and Company",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Chandelier,Chandelier +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Curtain +,,,,,German,Ingolstadt,German,Ivories-Horn|Metalwork-Silver,Greiff Hans,Germany,Beaker,Beaker +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,Charles Cartlidge (Bust),Sculpture +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Barbara,Reliquary bust +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Catherine of Alexandria,Reliquary bust +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,"Textile, Design 104",Piece +,,,Delaware,,American,Rose Valley,American,Ceramics,"Jervis, William P.|Rose Valley Pottery ",United States,Vase,Vase +,,,,,American|American,Boston,American,Natural Substances,"Dering, Mary|Dering, Elizabeth",United States,Quillwork hatchment of Dering coat of arms,Coat of arms +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood, Enoch",England,Bust of George Washington,Bust +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +reign of Amenhotep II–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Upper wall and ceiling motif,"Facsimile, Kha (TT 8), ceiling" +Joint reign of Hatshepsut and Thutmose III,Original: New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Astronomical Ceiling,"Facsimile, Senenmut (TT 353), astronomical ceiling" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Pairy","Facsimile, Pairy (TT 139), funeral" +reign of Ramesses II,Twentieth Century; original New Kingdom,original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Procession from the Temple of Amun,"Facsimile, Panehsy (TT 16), procession, Amun" +reign of Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Statue of Deified Amenhotep I,"Facsimile, Panehsy (TT 16), Amenhotep I" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Queen Nefertari Kneeling in Adoration, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Female Dancers in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), dancer, music" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Vignette from the Book of the Dead, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,Italian,Florence,Italian,Paintings-Canvas,Lorenzo Monaco (Piero di Giovanni),Italy,The Intercession of Christ and the Virgin,Painting +Joint reign of Hatshepsut and Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Thutmose I and His Mother Seniseneb,"Facsimile, Hatshepsut, Thutmose I, Seniseneb" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,Spanish,Lerida,Catalan,Paintings-Fresco,Master of Pedret,Spain,The Virgin and Child in Majesty and the Adoration of the Magi,Fresco +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Visit Abydos, Tomb of Userhat","Facsimile, Userhat (TT 51), voyage to Abydos" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Vessels and Weapons, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Asians" +reign of Mentuhotep II,First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile of the paintings on the south wall of the burial crypt in the tomb of Khety,"Facsimile, Khety (TT 311, MMA 508), friese d'objets" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile of an Unfinished Section of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,German,Würzburg,German,Sculpture-Wood,Riemenschneider Tilman,Germany,Standing Bishop,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Anubis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and his Mother, Mutemwia, in a Kiosk","Facsimile, Anen, TT 226, Amenhotep III, Mutemwia" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England|England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions from Nubia Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions, Nubia" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,Two Princesses,"Facsimile, Amarna, princesses" +,,,,,Italian,,Italian,Sculpture-Wood,"Aquilano, Paolo ",Italy,Kneeling Virgin,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Platter,Platter +,,,South Yorkshire,,British,Sheffield,American,Silver,"Dixon, James & Sons",England,Tray,Tray +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Men from Punt Carrying Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Puntites" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gathering Honey, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), beekeeping" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Urn,Urn +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Herdsmen and Part of a Market Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), market, herdsmen, goats" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,,,German,Freiburg im Breisgau(?),German,Sculpture-Wood,"Wydytz, Hans I",Germany,Crucifixion Group,Relief +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nakhtamun's Funeral Procession, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), funeral" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Anubis Weighing the Heart, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), Anubis" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,French,Paris,French,Manuscripts and Illuminations,Le Noir Jean,France,"The Prayer Book of Bonne of Luxembourg, Duchess of Normandy",Psalter and Hours; Manuscript +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions magazine" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Slop Bowl,Slop bowl +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Nubians, baboon, leopard" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Hounds from Nubia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), hounds" +,,,,,American,New York,American,Furniture,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Table,Table +,Second Intermediate Period–Early New Kingdom,Dynasty 17–18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Seated Woman,"Facsimile, Thebes" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +reign of Thutmose II–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +,,,McHenry,,American|American,,American,Ceramics,"Dodd, William J.|Gates Potteries |American Terra Cotta and Ceramic Company ",United States,Vase,Vase +,,,,,German,Strasbourg,German,Sculpture-Wood,"von Hagenau, Nikolaus",present-day France,Saint Anthony Abbot,Statue +,Middle Kingdom,Dynasty 12,,Memphite Region,,,,,"Lansing, Ambrose",Egypt,Facsimile of Senwosretankh's false door,"Facsimile, Senwosretankh's false door" +reign of Mentuhotep II (ca. 2051–2030 B.C.),Modern; original First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Africa,Facsimile of the painting on the inner front side of the sarcophagus of Aashyt,"Facsimile, Aashyt, sarcophagus" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women at a Banquet, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), banquet" +,,,,,Austrian or German,Bruneck,Austrian,Sculpture-Wood,"Pacher, Michael","Austria (now Italy, Trentino-Alto Adige)",Saint Margaret,Statue +,,,,,Italian,probably Pisa,Italian,Sculpture-Architectural,Guglielmus,Central Italy,Holy-water Font,Font +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +reign of Thutmose IV,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Military Musicians Showing Nubian and Egyptian Styles,"Facsimile, Tjeneny (TT 74), Nubian soldiers" +Reign of Thutmose I–Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Horses, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, horses" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Kneeling Before Osiris and the Goddess of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), Osiris, goddess of West" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Isis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Female Celebrants in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), music, dancer, sistrum, menat" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King and Horus, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Salt,Salt +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from the Keftiu, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offerings, Keftiu" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Glue Pot,Glue pot +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Stamp Box,Stamp box +,,,,,American,New York,American,Textiles,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Printed velvet,Printed velvet +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul|Hughes, Robert Ball",United States,John Trumbull,Medal +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul",United States,Washington Allston,Medal +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Brother",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Woven sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,British,London,British,Textiles,"Morris, William|Morris & Company",England,Woven piece,Piece +,,,,,"American, born Ireland",New York,American,Sculpture,"Duggan, Peter Paul|Wright, Charles Cushing|Ellis, Salathiel",United States,Gilbert Stuart,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Platter,Platter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Covered tureen,Tureen +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Dogwood,Window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,Native American,,Arapaho,Paper-Drawings,Artist A (Henderson Ledger),United States,Warrior Society Dance,Drawings +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,|,,Italian,Cremona,Italian (Cremona),Chordophone-Lute-plucked,Amati Andrea,Italy,"ex ""Kurtz"" Violin",Violin +,,,Frederick County,,,New Bremen,American,Glass,"New Bremen Glass Manufactory |Amelung, John Frederick",United States,Goblet,Goblet +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Square Planter,Square planter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,"American, born Austria",Concord,American,Metal,"Durgin Company William B.|Bitter, Karl Theodore",United States,Standing Cup,Standing cup +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wood, Ralph, the Younger",England,George Washington,Bust +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Chandelier,Chandelier +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Century Vase,Vase +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Ceramics,"Falconer, John Mackie|Carr, New York City Pottery James",United States,Plaque,Plaque +,,,,,American,New York,American,Furniture,"Carter, Robert",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,Chicago,American,Architecture,"Elmslie, George Grant|American Terra Cotta and Ceramic Company ",United States,Frieze,Frieze +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Plaque +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Tulips panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Fountain base for mosaic wall mural,Fountain base +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Screen,Screen +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,American,Baltimore,American,Furniture,"Smith, Francis Hopkinson",United States,Grand Harmonicon,Grand harmonicon +,,,,,American,,"American, Japanese",Ceramics,"Noritake |Wright, Frank Lloyd",Japan,Salad Plate,Salad plate +,,,Morris County,,,Hanover,American,Textiles,"Hodges, Polly",United States,Embroidered sampler,Sampler +,,,,,American,New York,American,Silver,"Myers, Myer",United States,Sugar tongs,Tongs +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Sugar Bowl,Sugar Bowl +,,,Saratoga County,,,Halfmoon,American,Textiles,"Coons, Elizabeth",United States,Embroidered sampler,Sampler +,,,,,,Philadelphia,American,Metal,"Heyne, Johann Christoph|Will, William",United States,Sugar Bowl,Sugar bowl +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Sugar Bowl,Sugar bowl +,,,Essex County,,,Haverhill,American,Textiles,"Carleton, Caroline",United States,Embroidered sampler,Sampler +,,,Essex County,,,Salem,American,Textiles,"Glover, Priscilla T.",United States,Embroidered Sampler,Sampler +,,,Lancaster County,,,East Hempfield,American,Textiles,"Stauffer, Mary Ann",United States,Embroidered Sampler,Sampler +,,,Summit County,,,Springfield,American,Textiles,"Reynolds, Jenette A.",United States,Embroidered Sampler,Sampler +,,,,,American,Philadelphia,American,Membranophone-double-headed / cylindrical drum,"Vogt, Ernest",United States,Side Drum,Side Drum +,,,Montgomery County,,,,American,Ceramics,"Nice, John",United States,Sugar bowl,Sugar bowl +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Quilted Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,,,American,Fayetteville,American,Textiles,"Stickley, Gustav",United States,Embroidered Table Scarf,Tablecloth +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Magdalena",United States,Embroidered Sampler,Sampler +,,,Brooklyn,,,Meriden|New York,American,Glass,Handel Company ,United States|United States,Lamp,Lamp +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Anna",United States,Embroidered Sampler,Sampler +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Table Spoon,Spoon +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Pyramidal Vase,Pyramidal vase +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|British,Newport,American,Furniture,"Townsend, John|Tomlinson, William",United States,Tall clock,Tall clock +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Library table +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Salad Plate,Salad plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,,American|American,Syracuse,American,Furniture,"Stickley, Gustav|Tobey Furniture Company",United States,Table,Table +,,,,,American|American,New York,American,Textiles,"Cheney Brothers|Wheeler, Candace",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Salad Fork,Fork +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lamp,Lamp +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Woven sample,Sample +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Tazza,Tazza +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,Cincinnati,American,Ceramics,"Rookwood Pottery|Rothenbusch, Frederick D. H.",United States,Plaque,Plaque +,,,Bucks County,,,,American,Ceramics,"Klinker, Christian",United States,Jar,Jar +,,,Bucks County,,,,American,Ceramics,"Kline, Philip",United States,Jar,Jar +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase with cover,Vase with cover +,,,,,American|French (active Britain),Boston,American,Chordophone-Zither-plucked-harpsichord,"Chickering & Sons|Dolmetsch, Arnold",United States,Harpsichord,Harpsichord +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Mug,Mug +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Chalice,Chalice +,,,,,American,Chicago,American,Ceramics,"Northwestern Terra Cotta Company |Schneider, Kristian|Wheelock, Harry Bergen",United States,"Panel from Western Methodist Book Concern Building, Chicago",Panel +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Chair,Chair +,,,,,"American, born Ireland",New York,American,Sculpture,"Ellis, Salathiel|Duggan, Peter Paul|Wright, Charles Cushing",United States,Gilbert Stuart,Medal +,,,,,German,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Metzler, Valentine",United Kingdom,Flute in D,Flute in D +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hand Blotter,Hand blotter +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,"American, born England",Santa Barbara,American,Ceramics,"Rhead, Frederick Hurten|Rhead Pottery",United States,Vase,Vase +,,,,,American,Zanesville,American,Ceramics,American Encaustic Tile Company,United States,Tile,Tile +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Plate,Plate +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Frederick County,,,Lewistown,American,Textiles,"Schaeffer, Annie E. Freshour",United States,"Quilt, Birds in Air pattern",Quilt +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Kettle Stand,Kettle stand +,,,,,,Boston,American,Glass,"Cains, Thomas|South Boston Flint Glass Works |Phoenix Glass Works ",United States,Sugar bowl,Sugar bowl +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cream Pitcher,Cream pitcher +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,Seal,Seal +,,,Delaware,,,Rose Valley,American,Furniture,"Price, William Lightfoot|Rose Valley",United States,Library Table,Library table +,,,,,,Portland|Pittsburgh,American,Glass,Duncan and Sons George|Portland Glass Company ,United States|United States,Tree of life pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,,Coventry|Keene,American,Glass,Coventry Glass Works |Keene Glass Works,United States|United States,Figured flask,Flask +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American,New York,American,Silver,"Bailey, John|Ferara, Andrea",United States,Dress Sword,Sword +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Double Vase,Double vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Yale and Towne Manufacturing Company ",United States,"Doorplate, knob, and lock for Guaranty Building, Buffalo",Door hardware +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Drop-leaf Pembroke Table,Drop-leaf Pembroke table +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Jewelry,"Jamison, George W.|Rose, William",United States,Cameo,Brooch +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Dish,Dish +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Dinner Knife,Knife +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dinner Fork,Fork +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dessert Spoon,Spoon +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,American,New York,American,Jewelry,"Carlin, John",United States,Pair of Bracelets,Bracelet +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Cylinder Desk and Bookcase,Desk and bookcase +,,,,,American,Salem,American,Furniture,"Gould, Nathaniel",United States,Desk and bookcase,Desk and bookcase +,,,,,American|American,Eastwood,American,Furniture,"Ellis, Harvey|Stickley, Gustav",United States,Desk,Desk +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Demitasse Spoon,Spoon +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Sugar Bowl,Sugar bowl +,,,,,American,Eastwood,American,Furniture,"Stickley, Gustav",United States,Sideboard Table,Sideboard table +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Cup Plate,Cup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Receiving Offerings, Tomb of Userhat","Facsimile, Userhat (TT 51), offering" +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sideboard Table,Sideboard table +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan|Phyfe & Son, D.|Phyfe & Sons, D.",United States,Secretary Abattant,Secretary abattant +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Hall & Son Ralph,England,Cup and Saucer,Cup and saucer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Cream Pitcher,Cream pitcher +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Dish,Dish +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Dish,Dish +,,,,,American,Marlborough,American,Aerophone-Organ,"Clisbee, George",United States,Chamber Organ,Chamber Organ +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Silver,"Targee, John",United States,Snuffbox,Box +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,New York,American,Jewelry,"Bell, George|Manz, Gustav",United States,Brooch,Brooch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,Newport,American,Furniture,"Townsend, John",United States,Firescreen,Firescreen +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,New England,,,Boston,American,Furniture,"Willard, Simon",United States,Tall Clock,Tall clock +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bernstein Raphael,United States,Alto Violin,Alto Violin +,,,,,British,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Cahusac, Thomas",United Kingdom,Flute,Flute +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,British,London,British,Chordophone-Lute-bowed-fretted,Norman Barak,United Kingdom,Bass Viola da Gamba,Bass Viola da Gamba +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Floor Lamp,Floor lamp +reign of Mentuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile painting from the temple of Mentuhotep II,"Facsimile, Mentuhotep II" +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Blatter Donald|Coleman Thomas,United States,Contrabass Violin,Contrabass Violin +,,,,,American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bronstein Rafael,United States,Baritone Violin,Baritone Violin +,,,,,American|American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Dunham Louis W.|Miller Burritt,United States,Tenor Violin,Tenor Violin +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Field Carolyn,United States,Treble Violin,Treble Violin +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bottle,Bottle +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American|American,South Manchester,American,Textiles,"Cheney Brothers|Wheeler, Candace|Associated, Artists ",United States,Sample,Sample +,,,,,English,London,British,Chordophone-Lute-bowed-fretted,"Meares, Richard",United Kingdom,Viola da Gamba,Viola da Gamba +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,British,London,British,Chordophone-Accessories-bow,"Dodd, James",United Kingdom,Violoncello Bow,Violoncello Bow +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Zanesville,American,Ceramics,"Rhead, Loiz Whitcomb|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,,American,Zanesville,American,Ceramics,"Mueller, Herman Carl|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Mundie, William B.|Jenney, William LeBaron",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Jenney, William LeBaron|Mundie, William B.",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Electric Lamp,Electric lamp +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Electric Lamp,Electric lamp +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Daybed,Daybed +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Ewer,Ewer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Couch,Couch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Tankard,Tankard +,,,,,American,Boston|Philadelphia,American,Silver,"Pitts, Richard|Pitts, John",United States|United States,Porringer,Porringer +,,,,,American,New York,American,Textiles,Cheney Brothers|Tiffany & Wheeler,United States,Sample,Sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Wine and Papyrus for the Treasuries of Amun, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), treasury of Amun" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,German,Zanesville,American,Ceramics,"Haubrich, Albert|Owens Pottery Company J. B.",United States,Umbrella Stand,Umbrella stand +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,Rookwood Pottery,United States,Plaque,Plaque +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Drilling a Stone Vase, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), drilling stone" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,,American,New York,American,Glass,"Tiffany Furnaces|Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stringing and Drilling Beads, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), jewelry making, bow drill" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Davenport, ",England,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Carrying Loaves, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers, basket" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Ingot and a Chariot, tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, chariot, ingot" +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|Henderson Flint Stoneware Manufactory D. and J.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work" +,,,,,French,New York,American,Glass,"Dorflinger, Christian",United States,Water Goblet,Water goblet +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnolias and Irises,Stained glass window +,,,,,American,Kankekee,American,Glass,"Wright, Frank Lloyd",United States,Stained Glass Window,Stained glass window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window stool,Window stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Workers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather workers" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Stool,Window Stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Elephant and a Bear, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, elephant, bear, ingot" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Chicago,American,Furniture,"Wright, Frank Lloyd",United States,"Window from Auldbrass Plantation near Yemassee, South Carolina",Window +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Garden Landscape,Wall mural and fountain +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,Philadelphia|New York,American,Silver,"Reeves, Stephen|Richards, Samuel Jr.",United States|United States,Creampot,Cream pot +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing and Cooking Cakes, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cooking Cakes with Fat, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing Dough, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sifting Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Pounding Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,,,,,American,New York,American,Metal,"Stourbridge Glass Company|Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from Western Asia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), gifts" +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Vase,Vase +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Uhler, Andrew",United States,Plate,Plate +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,McHenry,,,,American,Ceramics,Gates Potteries ,United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Ridgway, John & William",England,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,McHenry,,,,American,Ceramics,"Gates Potteries |Gates, William Day",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Troxel, Henry",United States,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"McDonald, William Purcell|Rookwood Pottery",United States,Chief Joseph of the Nez Perce,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Haute-Vienne,,French,Limoges,American,Ceramics,"Leonard, Anna B.|T & V",United States|France,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Aladdin Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, Son & Co. William",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,Merseyside,,,Liverpool,,Ceramics,Sadler and Green ,England,Plate,Plate +,,,Northampton County,,,,American,Ceramics,"Roth, Heinrich",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Roudebuth, Henry",United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Clementson, Joseph",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Challinor & Co. E.,England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Stofflet, Heinrich",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Shaw, Anthony",England|England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Soup Plate,Soup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Henshall, Williamson & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,Detroit,American,Ceramics,"Perry, Mary Chase|Pewabic Pottery ",United States,Vase,Vase +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,"Schmidt, Carl|Rookwood Pottery",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Leidy, John I",United States,Plate,Plate +,,,,,American,,American,Architecture,"Wright, Frank Lloyd",Japan,"Urn from the Imperial Hotel, Tokyo, Japan",Urn +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ashworth, & Bros. Ltd. G. L.",England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Edwards J. & T.,England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Minneapolis,American,Glass,"Purcell, Feick and Elmslie |Elmslie, George Grant",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Knife,Knife +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Window,Window +,,,,,American,New York,American,Textiles,"Furman, Warner Williams Sarah",United States,Phebe Warner Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Embroidered whitework coverlet,Coverlet +,,,,,German,Albany,American or German,Ceramics,"St. John, Olga|Rosenthal",United States|Germany,Plate,Plate +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,,,"American, born Germany",Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States,Pocket bottle,Pocket bottle +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Winemaking, Tomb of Ipuy","Facsimile, Ipuy (TT 217), winemaking" +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Tray,Tray +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Sauceboat,Sauceboat +,,,,,"American, born Germany",Elizabeth|Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States|United States,Pocket bottle,Pocket bottle +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Cordial,Cordial +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Toby Jug,Toby jug +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Celery vase,Vase +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Goblet,Goblet +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Pitcher,Pitcher +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Decanter with stopper,Decanter +,,,,,American,Cambridge,American,Glass,"Doms, Francis|New England Glass Company ",United States,Decanter,Decanter +,,,,,French (active Britain)|American,Boston,American,Chordophone-Zither-plucked-harpsichord,"Dolmetsch, Arnold|Chickering & Sons",United States,Virginal,Virginal +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Match Box Holder,Match box holder +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Fork,Fork +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Architecture,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lintel,Lintel +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|American Pottery Manufacturing Company ",United States,Teapot,Teapot +,,,,,British,Jersey City,American,Ceramics,"American Pottery Manufacturing Company |Greatbach, Daniel",United States,Teapot,Teapot +,,,Logan County,,,"Russelville, (""The Knob"")",American,Textiles,"Morton, Littlejohn Ellen|Morton, Bibb Margaret",United States,"Quilt, Star of Bethlehem pattern variation",Quilt +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Lioness Figure,Figure +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Teapot,Teapot +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Tea bowl,Tea bowl +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|Lyman, Fenton and Company |United States Pottery Company ",United States,Standing lion,Figure +,,,Sullivan County,,,Forestburgh,American,Textiles,"Ruddick, Susan Reed",United States,Wild Goose Chase Quilt,Quilt +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,,American,New York,American,Silver,"Groen, Jacob Marius",United States,Tankard,Tankard +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Nine Patch Quilt,Quilt +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Trainque ",United States,Library Table,Library table +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Letter Rack,Letter rack +,,,Suffolk County,,,Sag Harbor,American,Textiles,"Taft, Mary Malvina Cook",United States,Chintz appliquéd quilt,Quilt +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Alexander, James",United States,Coverlet,Coverlet +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Boston,American,Textiles,"Thomas, Mary Ann|Snow, Mrs. Deborah|Gore, John and Samuel",United States,Coat of Arms,Coat of Arms +,,,,,American,Philadelphia,American,Textiles,"Folwell, Samuel|Elizabeth Folwell's School",United States,Embroidered Picture,Embroidered picture +,,,,,American,Providence,American,Textiles,"Miss Balch's School|Bowler, Amy Harris",United States,Memorial to Metcalf and Samuel Bowler,Embroidered picture +,,,,,American,Newport,American,Textiles,"Wright, Mary|Osborn, Sarah",United States,Embroidered Picture,Embroidered picture +,,,Albany County,,,Cohoes,American,Textiles,"Samuels, Maria Holden",United States,Sampler,Sampler +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Tête-à-tête,Tête-à-tête +,,,|,North India,French,Paris,,Jewelry,Cartier,France,Brooch,Brooch +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,Montgomery County,,,Norriton Township,American,Textiles,"Metz, Leonard",United States,Coverlet,Coverlet +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Tea Spoon,Spoon +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Pillow Slip,Pillow slip +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Irises panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Teapot,Teapot +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Fishing and Fowling, from the Tomb of Ipuy","fishing and fowling, Facsimile, Ipuy (TT 217)" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ipuy and Wife Receive Offerings from Their Children (substantially restored),"Facsimile, restored, Ipuy (TT 217), offering, seated couple" +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Platter,Platter +,,,,,American,Chicago,American,Architecture,"Schneider, Kristian|Sullivan, Louis Henry",United States,"Ornament from the Scoville Building, Chicago",Ornament +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Rack,Paper rack +,,,,,German,Augsburg,German,Glass-Stained,"Beck, Leonhard",Germany,Marriage Panel of Gabriel Weydacher and his wife Juliana Wemis with the Virgin and Child and Saints Barbara and Catherine,Panel +,,,,,French|Spanish,,French,Sculpture-Architectural,"Le Moiturier, Antoine|de la Huerta, Jean",France,Fragment from the Tomb of John the Fearless and Margaret of Austria,Tomb Fragment +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Grapevine Panel,Stained glass window +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Scene of Metal Workers, Tomb of Rekhmire","Facsimile, metal work, bellows, Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Metal Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal work" +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Grapevine Panel,Stained glass window +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Overmantel Looking Glass,Looking glass +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Schneider, Kristian",United States,"Ornament from the Scoville Building, Chicago",Ornament +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Ramp Building Scene, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), ramp building" +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Cat Killing a Serpent,"Facsimile, Sennedjem, TT 1, cat, serpent" +,,,,,,Boston,American,Glass,"South Boston Flint Glass Works |Cains, Thomas|Phoenix Glass Works ",United States,Whale Oil Lamp,Whale oil lamp +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Moving a Stone Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons, lever" +reign of Hatshepsut,Modern (model); New Kingdom (original),Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Cornell, Howard I.",Egypt,Model of the Temple of Hatshepsut at Deir el-Bahri,"Temple of Hatshepsut, Deir el-Bahri, modern, model" +,,,,,Roman|British,London,British,Natural Substances,"Cicero, Marcus Tullius|Davies, T.",England,Book: Of the Nature of the Gods,Book +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Cutters Measuring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone cutting" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Masons Sqaring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons" +,,,,Midwest United States,American,Chicago,,Silver,"Petterson, Studio",United States,Dish and Cover,Dish and cover +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Note Pad Holder,Note pad holder +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nubians with a Giraffe and a Monkey, Tomb of Rekhmire","Facsimile, Nubians, giraffe, monkey Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter with Tools, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter" +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenters at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenters" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sawing a Plank, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sawing" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Pier Table,Pier table +,,,,,American,New York,American,Furniture,"Meeks, Joseph & Sons",United States,Pier Table,Pier table diff --git a/testdata/met_constraints.txt b/testdata/met/met_constraints.txt similarity index 100% rename from testdata/met_constraints.txt rename to testdata/met/met_constraints.txt diff --git a/tests/test_holoclean_repair.py b/tests/test_holoclean_repair.py index c2ae74fe9..53a0350e6 100644 --- a/tests/test_holoclean_repair.py +++ b/tests/test_holoclean_repair.py @@ -33,8 +33,8 @@ def test_hospital_with_init(): ).session # 2. Load training data and denial constraints. - hc.load_data('hospital', '../testdata/hospital.csv') - hc.load_dcs('../testdata/hospital_constraints.txt') + hc.load_data('hospital', '../testdata/hospital/hospital.csv') + hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells using these two detectors. From 8e1d461bfaeea40b189783547f8e445fef748bad Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:18:18 -0400 Subject: [PATCH 02/48] Move active attributes to right after error detection and inside Dataset. Move correlations to separate module. --- dataset/dataset.py | 18 ++++++ detect/detect.py | 9 ++- detect/nulldetector.py | 3 +- detect/violationdetector.py | 4 +- domain/correlations.py | 51 +++++++++++++++ domain/domain.py | 124 +++++++++++------------------------- 6 files changed, 117 insertions(+), 92 deletions(-) create mode 100644 domain/correlations.py diff --git a/dataset/dataset.py b/dataset/dataset.py index f5eb3ef1a..784d5adaa 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -58,6 +58,10 @@ def __init__(self, name, env): self.single_attr_stats = {} # Domain stats for attribute pairs self.pair_attr_stats = {} + # Active attributes (attributes with errors) + self._active_attributes = None + # Attributes to train on + self.train_attrs = env["train_attrs"] # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): @@ -187,6 +191,20 @@ def get_attributes(self): raise Exception('ERROR No dataset loaded') return self.raw_data.get_attributes() + def get_active_attributes(self): + """ + get_active_attributes returns the attributes to be modeled. + These attributes correspond only to attributes that contain at least + one potentially erroneous cell, and if applicable, in the provided :param:`train_attrs` variable. + """ + if self._active_attributes is None: + raise Exception('ERROR no active attributes loaded. Run error detection first.') + + if self.train_attrs is None: + self.train_attrs = self.get_attributes() + + return sorted([attr for attr in self._active_attributes if attr in self.train_attrs]) + def get_cell_id(self, tuple_id, attr_name): """ get_cell_id returns cell ID: a unique ID for every cell. diff --git a/detect/detect.py b/detect/detect.py index 776443966..556f12305 100644 --- a/detect/detect.py +++ b/detect/detect.py @@ -33,11 +33,14 @@ def detect_errors(self, detectors): # Get unique errors only that might have been detected from multiple detectors. errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) - errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) + if errors_df.shape[0]: + errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) logging.info("detected %d potentially erroneous cells", errors_df.shape[0]) # Store errors to db. self.store_detected_errors(errors_df) + # Store the active attributes to Dataset. + self.store_active_attributes(errors_df) status = "DONE with error detection." toc_total = time.clock() detect_time = toc_total - tic_total @@ -49,3 +52,7 @@ def store_detected_errors(self, errors_df): self.ds.generate_aux_table(AuxTables.dk_cells, errors_df, store=True) self.ds.aux_table[AuxTables.dk_cells].create_db_index(self.ds.engine, ['_cid_']) + def store_active_attributes(self, errors_df): + if errors_df.empty: + raise Exception("ERROR: Detected errors dataframe is empty.") + self.ds._active_attributes = sorted(errors_df['attribute'].unique()) diff --git a/detect/nulldetector.py b/detect/nulldetector.py index ae30b9276..eba50a2d3 100644 --- a/detect/nulldetector.py +++ b/detect/nulldetector.py @@ -26,9 +26,8 @@ def detect_noisy_cells(self): _tid_: entity ID attribute: attribute with NULL value for this entity """ - attributes = self.ds.get_attributes() errors = [] - for attr in attributes: + for attr in self.ds.get_attributes(): tmp_df = self.df[self.df[attr] == NULL_REPR]['_tid_'].to_frame() tmp_df.insert(1, "attribute", attr) errors.append(tmp_df) diff --git a/detect/violationdetector.py b/detect/violationdetector.py index 263ae8f4d..617eb9356 100644 --- a/detect/violationdetector.py +++ b/detect/violationdetector.py @@ -48,7 +48,9 @@ def detect_noisy_cells(self): attr_list = attrs[i] tmp_df = self.gen_tid_attr_output(res, attr_list) errors.append(tmp_df) - errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) + errors_df = pd.concat(errors, ignore_index=True) + if errors_df.shape[0]: + errors_df = errors_df.drop_duplicates().reset_index(drop=True) return errors_df def to_sql(self, tbl, c): diff --git a/domain/correlations.py b/domain/correlations.py new file mode 100644 index 000000000..b8929d83e --- /dev/null +++ b/domain/correlations.py @@ -0,0 +1,51 @@ +from pyitlib import discrete_random_variable as drv + +from utils import NULL_REPR + +def compute_norm_cond_entropy_corr(data_df, attrs_from, attrs_to): + """ + Computes the correlations between attributes by calculating + the normalized conditional entropy between them. The conditional + entropy is asymmetric, therefore we need pairwise computation. + + The computed correlations are stored in a dictionary in the format: + { + attr_a: { cond_attr_i: corr_strength_a_i, + cond_attr_j: corr_strength_a_j, ... }, + attr_b: { cond_attr_i: corr_strength_b_i, ...} + } + + :return a dictionary of correlations + """ + corr = {} + # Compute pair-wise conditional entropy. + for x in attrs_from: + corr[x] = {} + for y in attrs_to: + # Set correlation to 1 for same attributes. + if x == y: + corr[x][y] = 1.0 + continue + + xy_df = data_df[[x, y]] + xy_df = xy_df.loc[~(xy_df[x] == NULL_REPR) & ~(xy_df[y] == NULL_REPR)] + x_vals = xy_df[x] + x_domain_size = x_vals.nunique() + + # Set correlation to 0.0 if entropy of x is 1 (only one possible value). + if x_domain_size == 1 or len(xy_df) == 0: + corr[x][y] = 0.0 + continue + + # Compute the conditional entropy H(x|y) = H(x,y) - H(y). + # H(x,y) denotes H(x U y). + # If H(x|y) = 0, then y determines x, i.e., y -> x. + # Use the domain size of x as a log base for normalization. + y_vals = xy_df[y] + + x_y_entropy = drv.entropy_conditional(x_vals, y_vals, base=x_domain_size).item() + + # The conditional entropy is 0 for strongly correlated attributes and 1 for + # completely independent attributes. We reverse this to reflect the correlation. + corr[x][y] = 1.0 - x_y_entropy + return corr diff --git a/domain/domain.py b/domain/domain.py index 8c1a0948c..fb442ab5d 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -1,14 +1,16 @@ +import collections +from functools import lru_cache import logging import pandas as pd import time import itertools import numpy as np -from pyitlib import discrete_random_variable as drv from tqdm import tqdm from dataset import AuxTables, CellStatus -from .estimators import NaiveBayes +from .estimators import * +from .correlations import compute_norm_cond_entropy_corr from utils import NULL_REPR @@ -25,17 +27,19 @@ def __init__(self, env, dataset, max_sample=5): self.weak_label_thresh = env["weak_label_thresh"] self.domain_thresh_2 = env["domain_thresh_2"] self.max_domain = env["max_domain"] + self.cor_strength = env["cor_strength"] + self.estimator_type = env["estimator_type"] + self.setup_complete = False - self.active_attributes = None self.domain = None self.total = None self.correlations = None self._corr_attrs = {} - self.cor_strength = env["cor_strength"] self.max_sample = max_sample self.single_stats = {} self.pair_stats = {} self.all_attrs = {} + self.domain_df = None def setup(self): """ @@ -51,60 +55,17 @@ def setup(self): toc = time.time() return status, toc - tic + # TODO(richardwu): move this to Dataset after loading data. def compute_correlations(self): """ compute_correlations memoizes to self.correlations; a data structure that contains pairwise correlations between attributes (values are treated as discrete categories). """ - self.correlations = self._compute_norm_cond_entropy_corr() - - def _compute_norm_cond_entropy_corr(self): - """ - Computes the correlations between attributes by calculating - the normalized conditional entropy between them. The conditional - entropy is asymmetric, therefore we need pairwise computation. - - The computed correlations are stored in a dictionary in the format: - { - attr_a: { cond_attr_i: corr_strength_a_i, - cond_attr_j: corr_strength_a_j, ... }, - attr_b: { cond_attr_i: corr_strength_b_i, ...} - } - - :return a dictionary of correlations - """ - data_df = self.ds.get_raw_data() - attrs = self.ds.get_attributes() - - corr = {} - # Compute pair-wise conditional entropy. - for x in attrs: - corr[x] = {} - x_vals = data_df[x] - x_domain_size = x_vals.nunique() - for y in attrs: - # Set correlation to 0.0 if entropy of x is 1 (only one possible value). - if x_domain_size == 1: - corr[x][y] = 0.0 - continue - - # Set correlation to 1 for same attributes. - if x == y: - corr[x][y] = 1.0 - continue - - # Compute the conditional entropy H(x|y) = H(x,y) - H(y). - # H(x,y) denotes H(x U y). - # If H(x|y) = 0, then y determines x, i.e., y -> x. - # Use the domain size of x as a log base for normalization. - y_vals = data_df[y] - x_y_entropy = drv.entropy_conditional(x_vals, y_vals, base=x_domain_size) - - # The conditional entropy is 0 for strongly correlated attributes and 1 for - # completely independent attributes. We reverse this to reflect the correlation. - corr[x][y] = 1.0 - x_y_entropy - return corr + logging.debug("Computing correlations...") + self.correlations = compute_norm_cond_entropy_corr(self.ds.get_raw_data(), + self.ds.get_attributes(), + self.ds.get_attributes()) def store_domains(self, domain): """ @@ -116,20 +77,17 @@ def store_domains(self, domain): _tid_: entity/tuple ID _cid_: cell ID _vid_: random variable ID (all cells with more than 1 domain value) - _ - """ if domain.empty: raise Exception("ERROR: Generated domain is empty.") - else: - self.ds.generate_aux_table(AuxTables.cell_domain, domain, store=True, index_attrs=['_vid_']) - self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_tid_']) - self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_cid_']) - query = "SELECT _vid_, _cid_, _tid_, attribute, a.rv_val, a.val_id from %s , unnest(string_to_array(regexp_replace(domain,\'[{\"\"}]\',\'\',\'gi\'),\'|||\')) WITH ORDINALITY a(rv_val,val_id)" % AuxTables.cell_domain.name - self.ds.generate_aux_table_sql(AuxTables.pos_values, query, index_attrs=['_tid_', 'attribute']) + self.ds.generate_aux_table(AuxTables.cell_domain, domain, store=True) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_vid_']) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_tid_']) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_cid_']) + query = "SELECT _vid_, _cid_, _tid_, attribute, a.rv_val, a.val_id from %s , unnest(string_to_array(regexp_replace(domain,\'[{\"\"}]\',\'\',\'gi\'),\'|||\')) WITH ORDINALITY a(rv_val,val_id)" % AuxTables.cell_domain.name + self.ds.generate_aux_table_sql(AuxTables.pos_values, query, index_attrs=['_tid_', 'attribute']) def setup_attributes(self): - self.active_attributes = self.get_active_attributes() total, single_stats, pair_stats = self.ds.get_statistics() self.total = total self.single_stats = single_stats @@ -164,23 +122,11 @@ def _pruned_pair_stats(self, pair_stats): # based on the co-occurrence probability threshold # domain_thresh_1. tau = float(self.domain_thresh_1*denominator) - top_cands = [val2 for (val2, count) in pair_stats[attr1][attr2][val1].items() if count > tau] + top_cands = [(val2, count/denominator) for (val2, count) in pair_stats[attr1][attr2][val1].items() if count > tau] out[attr1][attr2][val1] = top_cands return out - def get_active_attributes(self): - """ - get_active_attributes returns the attributes to be modeled. - These attributes correspond only to attributes that contain at least - one potentially erroneous cell. - """ - query = 'SELECT DISTINCT attribute as attribute FROM {}'.format(AuxTables.dk_cells.name) - result = self.ds.engine.execute_query(query) - if not result: - raise Exception("No attribute contains erroneous cells.") - # Sort the active attributes to maintain the order of the ids of random variable. - return sorted(itertools.chain(*result)) - + @lru_cache(maxsize=None) def get_corr_attributes(self, attr, thres): """ get_corr_attributes returns attributes from self.correlations @@ -190,17 +136,12 @@ def get_corr_attributes(self, attr, thres): :param attr: (string) the original attribute to get the correlated attributes for. :param thres: (float) correlation threshold (absolute) for returned attributes. """ - # Not memoized: find correlated attributes from correlation dictionary. - if (attr, thres) not in self._corr_attrs: - self._corr_attrs[(attr, thres)] = [] - - if attr in self.correlations: - attr_correlations = self.correlations[attr] - self._corr_attrs[(attr, thres)] = sorted([corr_attr - for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > thres]) - - return self._corr_attrs[(attr, thres)] + if attr not in self.correlations: + return [] + attr_correlations = self.correlations[attr] + return sorted([corr_attr + for corr_attr, corr_strength in attr_correlations.items() + if corr_attr != attr and corr_strength > thres]) def generate_domain(self): """ @@ -222,7 +163,7 @@ def generate_domain(self): domain: ||| separated string of domain values domain_size: length of domain init_value: initial value for this cell - init_value_idx: domain index of init_value + init_index: domain index of init_value fixed: 1 if a random sample was taken since no correlated attributes/top K values """ @@ -231,16 +172,23 @@ def generate_domain(self): "Call to setup active attributes. Error detection should be performed before setup.") logging.debug('generating initial set of un-pruned domain values...') + records = self.ds.get_raw_data().to_records() + self.all_attrs = list(records.dtype.names) + vid = 0 + domain_df = None + tic = time.clock() # Iterate over dataset rows. cells = [] vid = 0 records = self.ds.get_raw_data().to_records() self.all_attrs = list(records.dtype.names) + for row in tqdm(list(records)): tid = row['_tid_'] - for attr in self.active_attributes: + for attr in self.ds.get_active_attributes(): init_value, init_value_idx, dom = self.get_domain_cell(attr, row) + # We will use an estimator model for additional weak labelling # below, which requires an initial pruned domain first. # Weak labels will be trained on the init values. From 38db1c7be0756bfe4cf965658224c7280f26a004 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:19:26 -0400 Subject: [PATCH 03/48] Remove 2.7 tests from Travis because of Python 3 features. --- .gitignore | 2 ++ .travis.yml | 1 - 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index c443411b9..6e29259e2 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,9 @@ _static _templates .DS_store .venv +*.swo *.swp +*.swn *.pyc .cache/ diff --git a/.travis.yml b/.travis.yml index 4c30604b0..d546da49d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,6 +1,5 @@ language: python python: - - "2.7" - "3.6" addons: From dcd9e0fefc38274d3db9aad26d60709c8619e8be Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:21:25 -0400 Subject: [PATCH 04/48] Refactor domain generation sort domain by co-occurrence probability and also domain generation for tuple embedding model. --- domain/domain.py | 272 +++++++++++++++++++++++++++++++---------------- 1 file changed, 180 insertions(+), 92 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index fb442ab5d..0cd09af4f 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -49,8 +49,8 @@ def setup(self): tic = time.time() self.compute_correlations() self.setup_attributes() - domain = self.generate_domain() - self.store_domains(domain) + self.generate_domain() + self.store_domains(self.domain_df) status = "DONE with domain preparation." toc = time.time() return status, toc - tic @@ -245,128 +245,62 @@ def generate_domain(self): "fixed": cell_status}) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') + logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) - # Skip estimator model since we do not require any weak labelling or domain - # pruning based on posterior probabilities. - if self.env['weak_label_thresh'] == 1 and self.env['domain_thresh_2'] == 0: - return domain_df - - # Run pruned domain values from correlated attributes above through - # posterior model for a naive probability estimation. - logging.debug('training posterior model for estimating domain value probabilities...') - tic = time.clock() - estimator = NaiveBayes(self.env, self.ds, domain_df, self.correlations) - logging.debug('DONE training posterior model in %.2fs', time.clock() - tic) - - # Predict probabilities for all pruned domain values. - logging.debug('predicting domain value probabilities from posterior model...') - tic = time.clock() - preds_by_cell = estimator.predict_pp_batch() - logging.debug('DONE predictions in %.2f secs, re-constructing cell domain...', time.clock() - tic) - - logging.debug('re-assembling final cell domain table...') - tic = time.clock() - # iterate through raw/current data and generate posterior probabilities for - # weak labelling - num_weak_labels = 0 - updated_domain_df = [] - for preds, row in tqdm(zip(preds_by_cell, domain_df.to_records())): - # Do not re-label single valued cells. - if row['fixed'] == CellStatus.SINGLE_VALUE.value: - updated_domain_df.append(row) - continue - - # prune domain if any of the values are above our domain_thresh_2 - preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds - - # cap the maximum # of domain values to self.max_domain based on probabilities. - domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] - - # ensure the initial value is included even if its probability is low. - if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: - domain_values.append(row['init_value']) - domain_values = sorted(domain_values) - # update our memoized domain values for this row again - row['domain'] = '|||'.join(domain_values) - row['domain_size'] = len(domain_values) - # update init index based on new domain - if row['init_value'] in domain_values: - row['init_index'] = domain_values.index(row['init_value']) - # update weak label index based on new domain - if row['weak_label'] != NULL_REPR: - row['weak_label_idx'] = domain_values.index(row['weak_label']) - - weak_label, weak_label_prob = max(preds, key=lambda pred: pred[1]) - - # Assign weak label if it is not the same as init AND domain value - # exceeds our weak label threshold. - if weak_label != row['init_value'] and weak_label_prob >= self.weak_label_thresh: - num_weak_labels += 1 - - weak_label_idx = domain_values.index(weak_label) - row['weak_label'] = weak_label - row['weak_label_idx'] = weak_label_idx - row['fixed'] = CellStatus.WEAK_LABEL.value - - updated_domain_df.append(row) - - # update our cell domain df with our new updated domain - domain_df = pd.DataFrame.from_records(updated_domain_df, columns=updated_domain_df[0].dtype.names).drop('index', axis=1).sort_values('_vid_') - logging.debug('DONE assembling cell domain table in %.2fs', time.clock() - tic) - - logging.info('number of (additional) weak labels assigned from posterior model: %d', num_weak_labels) - - logging.debug('DONE generating domain and weak labels') + self.domain_df = domain_df return domain_df def get_domain_cell(self, attr, row): """ get_domain_cell returns a list of all domain values for the given - entity (row) and attribute. The domain never has null as a possible value. + entity (row) and attribute. the domain never has null as a possible value. - We define domain values as values in 'attr' that co-occur with values + we define domain values as values in 'attr' that co-occur with values in attributes ('cond_attr') that are correlated with 'attr' at least in magnitude of self.cor_strength (init parameter). - For example: + for example: cond_attr | attr - H B <-- current row - H C - I D - H E + h b <-- current row + h c + i d + h e - This would produce [B,C,E] as domain values. + this would produce [b,c,e] as domain values. :return: (initial value of entity-attribute, domain values for entity-attribute). """ - domain = set() + domain = collections.OrderedDict() init_value = row[attr] correlated_attributes = self.get_corr_attributes(attr, self.cor_strength) - # Iterate through all correlated attributes and take the top K co-occurrence values + # iterate through all correlated attributes and take the top k co-occurrence values # for 'attr' with the current row's 'cond_attr' value. for cond_attr in correlated_attributes: - # Ignore correlations with index, tuple id or the same attribute. + # ignore correlations with index, tuple id or the same attribute. if cond_attr == attr or cond_attr == '_tid_': continue if not self.pair_stats[cond_attr][attr]: logging.warning("domain generation could not find pair_statistics between attributes: {}, {}".format(cond_attr, attr)) continue cond_val = row[cond_attr] - # Ignore co-occurrence with a NULL cond init value since we do not + # ignore co-occurrence with a null cond init value since we do not # store them. - # Also it does not make sense to retrieve the top co-occuring - # values with a NULL value. - # It is possible for cond_val to not be in pair stats if it only co-occurs - # with NULL values. + # also it does not make sense to retrieve the top co-occuring + # values with a null value. + # it is possible for cond_val to not be in pair stats if it only co-occurs + # with null values. if cond_val == NULL_REPR or cond_val not in self.pair_stats[cond_attr][attr]: continue - # Update domain with top co-occuring values with the cond init value. + # update domain with top co-occuring values with the cond init value. candidates = self.pair_stats[cond_attr][attr][cond_val] - domain.update(candidates) + for val, freq in candidates: + if val in domain and domain[val] > freq: + continue + domain[val] = freq # We should not have any NULLs since we do not store co-occurring NULL # values. @@ -374,7 +308,9 @@ def get_domain_cell(self, attr, row): # Add the initial value to the domain if it is not NULL. if init_value != NULL_REPR: - domain.add(init_value) + domain[init_value] = 1 + + domain = [val for (val, freq) in reversed(sorted(domain.items(), key=lambda t: t[1]))][:self.max_domain] # Convert to ordered list to preserve order. domain_lst = sorted(list(domain)) @@ -405,3 +341,155 @@ def get_random_domain(self, attr, cur_value): else: additional_values = [] return sorted(additional_values) + + def generate_domain_embedding(self, domain_attrs): + """ + Simple version of generate_domain (for TupleEmbedding) (no random + sampling). + + Generates domains for the attributes in domain_attrs. + + :return: DataFrame with columns + _tid_: entity/tuple ID + attribute: attribute name + _cid_: cell ID (one for every cell in the raw data in active attributes) + _vid_: random variable ID (one for every cell with a domain of at least size 2) + domain: ||| separated string of domain values + domain_size: length of domain + init_value: initial value for this cell + init_index: domain index of init_value + """ + self.compute_correlations() + self.setup_attributes() + + logging.debug('generating initial set of un-pruned domain values...') + records = self.ds.get_raw_data().to_records() + self.all_attrs = list(records.dtype.names) + vid = 0 + domain_df = None + + cells = [] + for row in tqdm(list(records)): + tid = row['_tid_'] + for attr in domain_attrs: + init_value, init_value_idx, dom = self.get_domain_cell(attr, row) + cid = self.ds.get_cell_id(tid, attr) + cells.append({"_tid_": tid, + "attribute": attr, + "_cid_": cid, + "_vid_": vid, + "domain": "|||".join(dom), + "domain_size": len(dom), + "init_value": init_value, + "init_index": init_value_idx, + }) + vid += 1 + + if domain_df is not None: + domain_df = pd.concat([domain_df, pd.DataFrame(data=cells)]).reset_index(drop=True) + else: + domain_df = pd.DataFrame(data=cells) + + domain_df = domain_df.sort_values('_vid_') + return domain_df + + def run_estimator(self): + """ + Runs weak labelling and domain pruning using estimator on domain + dataframe. + """ + self.domain_df = self._run_estimator() + self.store_domains(self.domain_df) + + def _run_estimator(self): + # Skip estimator model since we do not require any weak labelling or domain + # pruning based on estimator's posterior probabilities. + if self.env['estimator_type'] is None \ + or (self.env['weak_label_thresh'] == 1 \ + and self.env['domain_thresh_2'] == 0): + return self.domain_df + + domain_df = self.domain_df.sort_values('_vid_') + + # Run pruned domain values from correlated attributes above through + # estimator model for a naive probability estimation. + logging.debug('training estimator for estimating domain value probabilities...') + tic = time.clock() + + logging.debug('using estimator: %s', self.env['estimator_type']) + estimator = None + if self.env['estimator_type'] == 'NaiveBayes': + estimator = NaiveBayes(self.env, self.ds, domain_df, self.correlations) + elif self.env['estimator_type'] == 'Logistic': + estimator = Logistic(self.env, self.ds, domain_df) + elif self.env['estimator_type'] == 'TupleEmbedding': + estimator = TupleEmbedding(self.env, self.ds, domain_df) + else: + raise Exception('estimator_type must be one of {NaiveBayes, Logistic, TupleEmbedding}') + estimator.train(self.env['estimator_epochs'], self.env['estimator_batch_size']) + logging.debug('DONE training estimator in %.2fs', time.clock() - tic) + + # Predict probabilities for all pruned domain values. + logging.debug('predicting domain value probabilities from estimator...') + tic = time.clock() + preds_by_cell = estimator.predict_pp_batch() + logging.debug('DONE predictions in %.2f secs, re-constructing cell domain...', time.clock() - tic) + + logging.debug('re-assembling final cell domain table...') + tic = time.clock() + # iterate through raw/current data and generate posterior probabilities for + # weak labelling + num_weak_labels = 0 + updated_domain_df = [] + + # TODO(richardwu): we currently do not do anything with is_cat. + for (vid, is_cat, preds), row in tqdm(list(zip(preds_by_cell, domain_df.to_records()))): + # Do not re-label single valued cells. + if row['fixed'] == CellStatus.SINGLE_VALUE.value: + updated_domain_df.append(row) + continue + + # prune domain if any of the values are above our domain_thresh_2 + preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds + + # cap the maximum # of domain values to self.max_domain based on probabilities. + domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] + + # ensure the initial value is included even if its probability is low. + if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: + domain_values.append(row['init_value']) + domain_values = sorted(domain_values) + # update our memoized domain values for this row again + row['domain'] = '|||'.join(domain_values) + row['domain_size'] = len(domain_values) + # update init index based on new domain + if row['init_value'] in domain_values: + row['init_index'] = domain_values.index(row['init_value']) + # update weak label index based on new domain + if row['weak_label'] != NULL_REPR: + row['weak_label_idx'] = domain_values.index(row['weak_label']) + + weak_label, weak_label_prob = max(preds, key=lambda pred: pred[1]) + + # Assign weak label if it is not the same as init AND domain value + # exceeds our weak label threshold. + if weak_label != row['init_value'] and weak_label_prob >= self.weak_label_thresh: + num_weak_labels += 1 + + weak_label_idx = domain_values.index(weak_label) + row['weak_label'] = weak_label + row['weak_label_idx'] = weak_label_idx + row['fixed'] = CellStatus.WEAK_LABEL.value + + updated_domain_df.append(row) + + # update our cell domain df with our new updated domain + domain_df = pd.DataFrame.from_records(updated_domain_df, + columns=updated_domain_df[0].dtype.names)\ + .drop('index', axis=1).sort_values('_vid_') + logging.debug('DONE assembling cell domain table in %.2fs', time.clock() - tic) + + logging.info('number of (additional) weak labels assigned from estimator: %d', num_weak_labels) + + logging.debug('DONE generating domain and weak labels') + return domain_df From c6c19419be6682cc7c497b4c51a1c293e1c7512b Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:23:20 -0400 Subject: [PATCH 05/48] Make co-occurrence featurizer only generate co-occurrence features for active attributes. Refactored domain to run estimator separately from domain generation. --- domain/domain.py | 4 +- holoclean.py | 27 ++++-- repair/featurize/occurattrfeat.py | 22 +++-- tests/test_holoclean_repair.py | 133 ++++++++++++------------------ 4 files changed, 94 insertions(+), 92 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 0cd09af4f..d6a4f6455 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -39,7 +39,6 @@ def __init__(self, env, dataset, max_sample=5): self.single_stats = {} self.pair_stats = {} self.all_attrs = {} - self.domain_df = None def setup(self): """ @@ -49,7 +48,7 @@ def setup(self): tic = time.time() self.compute_correlations() self.setup_attributes() - self.generate_domain() + self.domain_df = self.generate_domain() self.store_domains(self.domain_df) status = "DONE with domain preparation." toc = time.time() @@ -248,7 +247,6 @@ def generate_domain(self): logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) - self.domain_df = domain_df return domain_df def get_domain_cell(self, attr, row): diff --git a/holoclean.py b/holoclean.py index 6eb27180a..cef8ebbf5 100644 --- a/holoclean.py +++ b/holoclean.py @@ -138,7 +138,7 @@ (('-fn', '--feature-norm'), {'metavar': 'FEATURE_NORM', 'dest': 'feature_norm', - 'default': True, + 'default': False, 'type': bool, 'help': 'Normalize the features before training.'}), (('-wn', '--weight_norm'), @@ -147,10 +147,16 @@ 'default': False, 'type': bool, 'help': 'Normalize the weights after every forward pass during training.'}), + (('-et', '--estimator_type'), + {'metavar': 'ESTIMATOR_TYPE', + 'dest': 'estimator_type', + 'default': 'NaiveBayes', + 'type': str, + 'help': 'Which weak labelling and domain generation estimator to use. One of {NaiveBayes, Logistic, TupleEmbedding}.'}), (('-ee', '--estimator_epochs'), {'metavar': 'ESTIMATOR_EPOCHS', 'dest': 'estimator_epochs', - 'default': 3, + 'default': 10, 'type': int, 'help': 'Number of epochs to run the weak labelling and domain generation estimator.'}), (('-ebs', '--estimator_batch_size'), @@ -159,6 +165,12 @@ 'default': 32, 'type': int, 'help': 'Size of batch used in SGD in the weak labelling and domain generation estimator.'}), + (('-ta', '--train_attrs'), + {'metavar': 'TRAIN_ATTRS', + 'dest': 'train_attrs', + 'default': None, + 'type': list, + 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), ] # Flags for Holoclean mode @@ -267,7 +279,6 @@ def __init__(self, env, name="session"): self.repair_engine = RepairEngine(env, self.ds) self.eval_engine = EvalEngine(env, self.ds) - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): """ load_data takes the filepath to a CSV file to load as the initial dataset. @@ -309,10 +320,16 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_domain(self): + def generate_domain(self): status, domain_time = self.domain_engine.setup() logging.info(status) - logging.debug('Time to setup the domain: %.2f secs', domain_time) + logging.debug('Time to generate the domain: %.2f secs', domain_time) + + def run_estimator(self): + """ + Uses estimator to weak label and prune domain. + """ + self.domain_engine.run_estimator() def repair_errors(self, featurizers): status, feat_time = self.repair_engine.setup_featurized_ds(featurizers) diff --git a/repair/featurize/occurattrfeat.py b/repair/featurize/occurattrfeat.py index 98db4b2d4..037b78eff 100644 --- a/repair/featurize/occurattrfeat.py +++ b/repair/featurize/occurattrfeat.py @@ -10,12 +10,20 @@ class OccurAttrFeaturizer(Featurizer): + """ + Generates co-occurrence features for + RV ATTR | COND ATTR + where RV ATTR are all attributes that are "active" i.e. those that + we want to learn for (in domain) and COND ATTR are all attributes in the + dataset. + """ def specific_setup(self): self.name = 'OccurAttrFeaturizer' if not self.setup_done: raise Exception('Featurizer {} is not properly setup.'.format(self.name)) + self.active_attrs = self.ds.get_active_attributes() + self.active_attr_to_idx = {attr: idx for idx, attr in enumerate(self.active_attrs)} self.all_attrs = self.ds.get_attributes() - self.attrs_number = len(self.ds.attr_to_idx) self.raw_data_dict = {} self.total = None self.single_stats = None @@ -46,13 +54,17 @@ def create_tensor(self): return combined def gen_feat_tensor(self, row, tuple): - tensor = torch.zeros(1, self.classes, self.attrs_number * self.attrs_number) + # We only generate co-occurrence features for cells that are 'active' or + # in our domain. Each active attribute will have co-occurrences with + # all other attributes, hence the following product. + tensor = torch.zeros(1, self.classes, len(self.active_attrs) * len(self.all_attrs)) rv_attr = row['attribute'] domain = row['domain'].split('|||') rv_domain_idx = {val: idx for idx, val in enumerate(domain)} # We should not have any NULLs in our domain. assert NULL_REPR not in rv_domain_idx - rv_attr_idx = self.ds.attr_to_idx[rv_attr] + rv_attr_idx = self.active_attr_to_idx[rv_attr] + # Iterate through all /given/ or /conditional/ attributes for attr in self.all_attrs: val = tuple[attr] @@ -70,9 +82,9 @@ def gen_feat_tensor(self, row, tuple): count2 = float(all_vals.get(rv_val, 0.0)) prob = count2 / count1 if rv_val in rv_domain_idx: - index = rv_attr_idx * self.attrs_number + attr_idx + index = rv_attr_idx * len(self.active_attrs) + attr_idx tensor[0][rv_domain_idx[rv_val]][index] = prob return tensor def feature_names(self): - return ["{} X {}".format(attr1, attr2) for attr1 in self.all_attrs for attr2 in self.all_attrs] + return ["{} | {}".format(attr1, attr2) for attr1 in self.active_attrs for attr2 in self.all_attrs] diff --git a/tests/test_holoclean_repair.py b/tests/test_holoclean_repair.py index 53a0350e6..d8330f1bb 100644 --- a/tests/test_holoclean_repair.py +++ b/tests/test_holoclean_repair.py @@ -6,8 +6,7 @@ TOL = 1e-9 - -def test_hospital_with_init(): +def template(featurizers, estimator_type): db_name = random_database() try: @@ -27,9 +26,8 @@ def test_hospital_with_init(): batch_size=1, verbose=True, timeout=3 * 60000, - feature_norm=False, - weight_norm=False, - print_fw=True + print_fw=True, + estimator_type=estimator_type, ).session # 2. Load training data and denial constraints. @@ -42,94 +40,71 @@ def test_hospital_with_init(): hc.detect_errors(detectors) # 4. Repair errors utilizing the defined features. - hc.setup_domain() - featurizers = [ - InitAttrFeaturizer(), - OccurAttrFeaturizer(), - FreqFeaturizer(), - ConstraintFeaturizer(), - ] - + hc.generate_domain() + hc.run_estimator() hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. - report = hc.evaluate(fpath='../testdata/hospital_clean.csv', + report = hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') - # We assert that our key metrics are exactly as tested for hospital. - # If these assertions ever fail in a new change, the results should - # be comparable if not better than before, unless a clear and correct - # reason can be given. - assert report.correct_repairs == 232 - assert report.total_repairs == 232 - assert abs(report.precision - 1.) < TOL - assert abs(report.recall - 232. / 509) < TOL - assert abs(report.repair_recall - 232. / 435) < TOL - assert report.total_repairs_grdt_correct == 0 + return report + finally: delete_database(db_name) -def test_hospital_without_init(): - db_name = random_database() +# We assert that our key metrics are exactly as tested for hospital. +# If these assertions ever fail in a new change, the results should +# be comparable if not better than before, unless a clear and correct +# reason can be given. - try: - # 1. Setup a HoloClean session. - hc = holoclean.HoloClean( - db_name='holo', - domain_thresh_1=0.0, - domain_thresh_2=0.0, - weak_label_thresh=0.99, - max_domain=10000, - cor_strength=0.6, - nb_cor_strength=0.8, - epochs=10, - weight_decay=0.01, - learning_rate=0.001, - threads=1, - batch_size=1, - verbose=True, - timeout=3 * 60000, - feature_norm=False, - weight_norm=False, - print_fw=True - ).session - - # 2. Load training data and denial constraints. - hc.load_data('hospital', '../testdata/hospital.csv') - hc.load_dcs('../testdata/hospital_constraints.txt') - hc.ds.set_constraints(hc.get_dcs()) +def test_hospital_with_init(): + report = template([InitAttrFeaturizer(), + OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'NaiveBayes') - # 3. Detect erroneous cells using these two detectors. - detectors = [NullDetector(), ViolationDetector()] - hc.detect_errors(detectors) + assert report.correct_repairs == 232 + assert report.total_repairs == 232 + assert abs(report.precision - 1.) < TOL + assert abs(report.recall - 232. / 509) < TOL + assert abs(report.repair_recall - 232. / 435) < TOL + assert report.total_repairs_grdt_correct == 0 - # 4. Repair errors utilizing the defined features. - hc.setup_domain() - featurizers = [ - OccurAttrFeaturizer(), +def test_hospital_without_init(): + report = template([OccurAttrFeaturizer(), FreqFeaturizer(), - ConstraintFeaturizer(), - ] + ConstraintFeaturizer()], 'NaiveBayes') - hc.repair_errors(featurizers) + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 - # 5. Evaluate the correctness of the results. - report = hc.evaluate(fpath='../testdata/hospital_clean.csv', - tid_col='tid', - attr_col='attribute', - val_col='correct_val') +def test_hospital_logistic(): + report = template([OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'Logistic') - # We assert that our key metrics are exactly as tested for hospital. - # If these assertions ever fail in a new change, the results should - # be comparable if not better than before, unless a clear and correct - # reason can be given. - assert report.correct_repairs == 434 - assert report.total_repairs == 456 - assert abs(report.precision - 434. / 456) < TOL - assert abs(report.recall - 434. / 509) < TOL - assert abs(report.repair_recall - 434. / 435) < TOL - assert report.total_repairs_grdt_correct == 22 - finally: - delete_database(db_name) + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 + +def test_hospital_embedding(): + report = template([OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'TupleEmbedding') + + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 From 83c941ce6080fcba449a0c8e536d16213d5801bc Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:25:21 -0400 Subject: [PATCH 06/48] Implemented TupleEmbedding model as an estimator. --- domain/estimator.py | 22 +- domain/estimators/__init__.py | 3 +- domain/estimators/logistic.py | 39 +- domain/estimators/naive_bayes.py | 40 +- domain/estimators/tuple_embedding.py | 1160 +++++++++++++++++++++++ examples/.gitignore | 2 - examples/holoclean_repair_example.py | 3 +- examples/holoclean_repair_example_db.py | 2 +- 8 files changed, 1200 insertions(+), 71 deletions(-) create mode 100644 domain/estimators/tuple_embedding.py delete mode 100644 examples/.gitignore diff --git a/domain/estimator.py b/domain/estimator.py index c781d3796..33a68af29 100644 --- a/domain/estimator.py +++ b/domain/estimator.py @@ -9,35 +9,27 @@ class Estimator: """ __metaclass__ = ABCMeta - def __init__(self, env, dataset): + def __init__(self, env, dataset, domain_df): """ :param env: (dict) dict containing environment/parameters settings. :param dataset: (Dataset) """ self.env = env self.ds = dataset + self.domain_df = domain_df.sort_values('_vid_') self.attrs = self.ds.get_attributes() @abstractmethod - def train(self, **kwargs): - raise NotImplementedError - - @abstractmethod - def predict_pp(self, row, attr, values): - """ - :param row: (namedtuple) current values of the target row. - :param attr: (str) attribute of row (i.e. cell) to generate posteriors for. - :param values: (list[str]) list of values (for this attr) to generate posteriors for. - - :return: iterator of tuples (value, proba) for each value in :param values: - """ + def train(self, num_epochs, batch_size): raise NotImplementedError @abstractmethod def predict_pp_batch(self): """ - predict_pp_batch is like predict_pp but with a batch of cells. + predict_pp_batch predicts the probabilities for a batch of cells corresponding + to the cells specified in domain_df. - :return: iterator of iterator of tuples (value, proba) (one iterator per cell/row in cell_domain_rows) + :return: iterator of (vid, is categorical (bool), [(value, proba)]) + for each random var in domain_df. """ raise NotImplementedError diff --git a/domain/estimators/__init__.py b/domain/estimators/__init__.py index e64e9a295..6631c2516 100644 --- a/domain/estimators/__init__.py +++ b/domain/estimators/__init__.py @@ -1,5 +1,6 @@ from .logistic import Logistic from .naive_bayes import NaiveBayes +from .tuple_embedding import TupleEmbedding -__all__ = ['Logistic', 'NaiveBayes'] +__all__ = ['Logistic', 'NaiveBayes', 'TupleEmbedding'] diff --git a/domain/estimators/logistic.py b/domain/estimators/logistic.py index ace20547b..7d377c571 100644 --- a/domain/estimators/logistic.py +++ b/domain/estimators/logistic.py @@ -23,21 +23,18 @@ class Logistic(Estimator, torch.nn.Module): # This is fine since we take only samples with high predicted probabilities. WEIGHT_DECAY = 0 - def __init__(self, env, dataset, domain_df, active_attrs): + def __init__(self, env, dataset, domain_df): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) currently populated domain dataframe. Required columns are: _vid_, _tid_, attribute, domain, domain_size, init_value - :param active_attrs: (list[str]) attributes that have random values """ torch.nn.Module.__init__(self) - Estimator.__init__(self, env, dataset) - - self.active_attrs = active_attrs + Estimator.__init__(self, env, dataset, domain_df) # Sorted records of the currently populated domain. This helps us # align the final predicted probabilities. - self.domain_records = domain_df.sort_values('_vid_')[['_vid_', '_tid_', 'attribute', 'domain', 'init_value']].to_records() + self.domain_records = self.domain_df[['_vid_', '_tid_', 'attribute', 'domain', 'init_value']].to_records() # self.dom maps tid --> attr --> list of domain values # we need to find the number of domain values we will be generating @@ -141,7 +138,7 @@ def forward(self, X): linear = X.matmul(self._W) + self._B return torch.sigmoid(linear) - def train(self, num_epochs=3, batch_size=32): + def train(self, num_epochs=10, batch_size=32): """ Trains the LR model. @@ -167,24 +164,6 @@ def train(self, num_epochs=3, batch_size=32): logging.debug('Logistic: average batch loss: %f', sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) return batch_losses - def predict_pp(self, row, attr=None, values=None): - """ - predict_pp generates posterior probabilities for the domain values - corresponding to the cell/random variable row['_vid_']. - - That is: :param`attr` and :param`values` are ignored. - - predict_pp_batch is much faster for Logistic since it simply does - a one-pass of the batch feature tensor. - - :return: (list[2-tuple]) 2-tuples corresponding to (value, proba) - """ - start_idx, end_idx = self.vid_to_idxs[row['_vid_']] - pred_X = self._X[start_idx:end_idx] - pred_Y = self.forward(pred_X) - values = self.domain_records[row['_vid_']]['domain'].split('|||') - return zip(values, map(float, pred_Y)) - def predict_pp_batch(self): """ Performs batch prediction. @@ -193,7 +172,7 @@ def predict_pp_batch(self): for rec in self.domain_records: values = rec['domain'].split('|||') start_idx, end_idx = self.vid_to_idxs[rec['_vid_']] - yield zip(values, map(float, pred_Y[start_idx:end_idx])) + yield rec['_vid_'], True, zip(values, map(float, pred_Y[start_idx:end_idx])) class Featurizer: """ @@ -235,12 +214,12 @@ def __init__(self, dataset): computing it from data_df. """ self.ds = dataset + self.active_attrs = self.ds.get_active_attributes() self.attrs = self.ds.get_attributes() - self.attr_to_idx = {attr: idx for idx, attr in enumerate(self.attrs)} - self.n_attrs = len(self.attrs) + self.active_attr_to_idx = {attr: idx for idx, attr in enumerate(self.active_attrs)} def num_features(self): - return len(self.attrs) * len(self.attrs) + return len(self.active_attrs) * len(self.attrs) def setup(self): _, self.freq, self.cooccur_freq = self.ds.get_statistics() @@ -273,6 +252,6 @@ def create_tensor(self, row, attr, values): freq = self.freq[other_attr][row[other_attr]] fv = float(cooccur) / float(freq) - feat_idx = self.attr_to_idx[attr] * self.n_attrs + other_attr_idx + feat_idx = self.active_attr_to_idx[attr] * len(self.active_attrs) + other_attr_idx tensor[val_idx, feat_idx] = fv return tensor diff --git a/domain/estimators/naive_bayes.py b/domain/estimators/naive_bayes.py index 41edb2023..99f8c502d 100644 --- a/domain/estimators/naive_bayes.py +++ b/domain/estimators/naive_bayes.py @@ -1,3 +1,4 @@ +from functools import lru_cache import math from tqdm import tqdm @@ -15,10 +16,9 @@ class NaiveBayes(Estimator): probability is normalized over all values passed into predict_pp. """ def __init__(self, env, dataset, domain_df, correlations): - Estimator.__init__(self, env, dataset) + Estimator.__init__(self, env, dataset, domain_df) self._n_tuples, self._freq, self._cooccur_freq = self.ds.get_statistics() - self.domain_df = domain_df self._correlations = correlations self._cor_strength = self.env['nb_cor_strength'] self._corr_attrs = {} @@ -28,10 +28,10 @@ def __init__(self, env, dataset, domain_df, correlations): for row in self.ds.get_raw_data().to_records(): self._raw_records_by_tid[row['_tid_']] = row - def train(self): + def train(self, num_epochs=None, batch_size=None): pass - def predict_pp(self, row, attr, values): + def _predict_pp(self, row, attr, values): nb_score = [] correlated_attributes = self._get_corr_attributes(attr) for val1 in values: @@ -58,34 +58,32 @@ def predict_pp(self, row, attr, values): denom = sum(map(math.exp, [log_prob for _, log_prob in nb_score])) - for val, log_prob in nb_score: - yield (val, math.exp(log_prob) / denom) + def val_probas(): + for val, log_prob in nb_score: + yield val, math.exp(log_prob) / denom + + return val_probas() def predict_pp_batch(self): """ Performs batch prediction. - This technically invokes predict_pp underneath. - - Returns a List[List[Tuple]] where each List[Tuple] corresponds to - a cell (ordered by the order a cell appears in `self.domain_df` + Returns (vid, True, List[Tuple]) where each List[Tuple] corresponds to + a cell (ordered by the order a cell appears in self.domain_df during construction) and each Tuple is (val, proba) where val is the domain value and proba is the estimator's posterior probability estimate. """ for row in tqdm(self.domain_df.to_records()): - yield self.predict_pp(self._raw_records_by_tid[row['_tid_']], row['attribute'], row['domain'].split('|||')) + yield row['_vid_'], True, self._predict_pp(self._raw_records_by_tid[row['_tid_']], row['attribute'], row['domain'].split('|||')) + @lru_cache(maxsize=None) def _get_corr_attributes(self, attr): """ TODO: refactor this with Domain::get_corr_attributes(). """ - if (attr, self._cor_strength) not in self._corr_attrs: - self._corr_attrs[(attr, self._cor_strength)] = [] - - if attr in self._correlations: - attr_correlations = self._correlations[attr] - self._corr_attrs[(attr, self._cor_strength)] = [corr_attr - for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > self._cor_strength] - - return self._corr_attrs[(attr, self._cor_strength)] + if attr not in self._correlations: + return [] + attr_correlations = self._correlations[attr] + return sorted([corr_attr + for corr_attr, corr_strength in attr_correlations.items() + if corr_attr != attr and corr_strength > self._cor_strength]) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py new file mode 100644 index 000000000..eea853644 --- /dev/null +++ b/domain/estimators/tuple_embedding.py @@ -0,0 +1,1160 @@ +import logging +import pickle +import sys + +import pandas as pd +import numpy as np +import torch +from torch.optim import Adam +from torch.utils.data import Dataset, DataLoader, Sampler +from torch.nn import CrossEntropyLoss, Softmax, MSELoss +import torch.nn.functional as F +from tqdm import tqdm + +from dataset import AuxTables +from evaluate import EvalEngine +from ..estimator import Estimator +from utils import NULL_REPR + +NUMERICAL_SEP = "|" + +class LookupDataset(Dataset): + # Memoizes vectors (e.g. init vector, domain vector, negative indexes) + # for every sample indexed by idx. + class MemoizeVec: + # If other_dims is none, we have a variable size indexing structure + def __init__(self, n_samples, dtype, *other_dims): + self._variable = len(other_dims) == 0 or other_dims == (None,) + if self._variable: + self._vec = [None for _ in range(n_samples)] + else: + self._vec = torch.zeros(n_samples, *other_dims, dtype=dtype) + self._isset = torch.zeros(n_samples, dtype=torch.uint8) + + def __contains__(self, idx): + return self._isset[idx] != 0 + + # idx can be an integer, slice or a tuple or either + def __getitem__(self, idx): + if idx not in self: + raise IndexError("tried to access un-set value at index %d" % idx) + return self._vec[idx] + + # idx can be an integer, slice or a tuple or either + def __setitem__(self, idx, vec): + self._vec[idx] = vec + if isinstance(idx, tuple): + self._isset[idx[0]] = 1 + else: + self._isset[idx] = 1 + + def __init__(self, env, dataset, domain_df, + numerical_attrs, neg_sample, memoize): + """ + :param dataset: (Dataset) original dataset + :param domain_df: (DataFrame) dataframe containing VIDs and their + domain values we want to train on. VIDs not included in this + dataframe will not be trained on e.g. if you only want to + sub-select VIDs of certain attributes. + :param numerical_attrs: (list[str]) attributes to treat as numerical. + :param neg_sample: (bool) add negative examples for clean cells during training + :param memoize: (bool) memoize re-lookups on subsequent epochs. + """ + self.env = env + self.ds = dataset + self.memoize = memoize + self.inference_mode = False + + self._neg_sample = neg_sample + + # Init attrs/vals herein refers to attributes and values embedded to use + # as context during training. + # Train attrs/vals herein refers to the attributes/columns and possible values + # embedded to use as the targets during training. + # _cat_ refers to categorical attributes and _num_ refers to numerical + # attributes. + self._all_attrs = sorted(self.ds.get_attributes()) + self._numerical_attrs = numerical_attrs or [] + if not all(attr in self._all_attrs for attr in self._numerical_attrs): + logging.error('%s: numerical attributes %s must exist as a column in the data: %s', + type(self).__name__, + self._numerical_attrs, + self._all_attrs) + sys.exit(1) + # Attributes to derive context from + self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) + self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) + logging.debug('%s: init categorical attributes: %s', + type(self).__name__, + self._init_cat_attrs) + logging.debug('%s: init numerical attributes: %s', + type(self).__name__, + self._init_num_attrs) + # Attributes to train on (i.e. target columns). + self._train_attrs = sorted(domain_df['attribute'].unique()) + assert all(attr in self._all_attrs for attr in self._train_attrs) + + self._train_cat_attrs, self._train_num_attrs = self._split_cat_num_attrs(self._train_attrs) + self._n_train_cat_attrs, self._n_train_num_attrs = len(self._train_cat_attrs), len(self._train_num_attrs) + logging.debug('%s: train categorical attributes: %s', + type(self).__name__, + self._train_cat_attrs) + logging.debug('%s: train numerical attributes: %s', + type(self).__name__, + self._train_num_attrs) + + self._raw_data = self.ds.get_raw_data().copy() + + # Indexes assigned to attributes: first categorical then numerical. + self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} + self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} + + # Assign indices for every categorical value for both init values + # and training values. + # Assign index for every unique value-attr (init values, input) + self._init_val_idxs = {attr: {} for attr in self._init_cat_attrs} + # Assign index for every unique value-attr (train/possible values, target) + self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} + + self._train_idx_to_val = {0: NULL_REPR} + # Reserve the 0th index as placeholder for padding in domain_idx and + # for NULL values. + cur_init_idx = 1 + for row in self._raw_data.to_records(): + for attr in self._init_cat_attrs: + if row[attr] in self._init_val_idxs[attr]: + continue + + # Use special index 0 for NULL values + if row[attr] == NULL_REPR: + self._init_val_idxs[attr][row[attr]] = 0 + continue + + # Assign index for init values + self._init_val_idxs[attr][row[attr]] = cur_init_idx + cur_init_idx += 1 + + # Number of dimensions for each numerical attribute + self._num_attr_dim = {} + for attr in self._init_num_attrs: + attr_col = self._raw_data[attr] + fil_notnull = attr_col != NULL_REPR + fil_notnumeric = attr_col.str.contains('[^0-9.,]') + + notnull_attr_col = attr_col[fil_notnull] + attr_dims = notnull_attr_col.str.split(NUMERICAL_SEP).apply(len) + + attr_dim = attr_dims.values[0] + if not (attr_dims == attr_dim).all(): + logging.error('%s: values in attribute "%s" must be comma seprated with the same # of values (dimension) %d', + type(self).__name__, + attr, + attr_dim) + sys.exit(1) + + bad_numerics = fil_notnull & fil_notnumeric + if bad_numerics.sum(): + # Replace any values with non-numerical values with NULL + self._raw_data.loc[fil_notnull & fil_notnumeric, attr] = NULL_REPR + logging.warning('%s: replaced %d non-numerical values in attribute "%s" in RAW DATA as "%s" (NULL)', + type(self).__name__, + bad_numerics.sum(), + attr, + NULL_REPR) + + self._num_attr_dim[attr] = attr_dim + + cur_train_idx = 1 + for row in domain_df.to_records(): + val = row['init_value'] + attr = row['attribute'] + + # Handle numerical attributes differently + if attr in self._train_num_attrs: + # Check init value in domain dataframe has the right + # dimensions as the one detected in raw data + if len(val.split(NUMERICAL_SEP)) != self._num_attr_dim[attr]: + logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', + type(self).__name__, + val, + row['_vid_'], + attr, + self._num_attr_dim[attr]) + continue + + # Assign index for train/possible values + if val in self._train_val_idxs[attr]: + continue + + # Use special index 0 for NULL values + if val == NULL_REPR: + self._train_val_idxs[attr][val] = 0 + continue + + # Assign index for train/domain values + self._train_val_idxs[attr][val] = cur_train_idx + self._train_idx_to_val[cur_train_idx] = val + cur_train_idx += 1 + + # Unique train values (their indexes) by attr + self._train_val_idxs_by_attr = {attr: torch.LongTensor([v for v in self._train_val_idxs[attr].values() if v != 0]) + for attr in self._train_cat_attrs} + + # Number of unique INIT attr-values + self.n_init_vals = cur_init_idx + self.n_train_vals = cur_train_idx + + self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') + + self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} + self._train_records = domain_df[['_tid_', 'attribute', 'init_value', + 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() + + # Maximum domain size + self._max_domain = int(domain_df['domain_size'].max()) + # Maximum dimension across all numerical attributes. + self._max_num_dim = 0 + self._total_num_dim = 0 + if len(self._num_attr_dim): + self._max_num_dim = max(self._num_attr_dim.values()) + self._total_num_dim = sum(self._num_attr_dim.values()) + + + # Dummy vectors + self._dummy_domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + self._dummy_domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) + self._dummy_cat_target = torch.LongTensor([-1]) + + # Memoize certain lookups. + if memoize: + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) + if self._total_num_dim > 0: + self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) + self._neg_idxs = self.MemoizeVec(len(self), None, None) + + def _split_cat_num_attrs(self, attrs): + """ + Splits a list of attributes into their categorical and numerical groupings. + """ + cat_attrs = [attr for attr in attrs if attr not in self._numerical_attrs] + num_attrs = [attr for attr in attrs if attr in self._numerical_attrs] + return cat_attrs, num_attrs + + def __len__(self): + return len(self._train_records) + + def _get_neg_dom_idxs(self, idx): + if not self.memoize or idx not in self._neg_idxs: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + # Value indices that are not in the domain + neg_idxs = torch.LongTensor(np.setdiff1d(self._train_val_idxs_by_attr[cur['attribute']], + self._get_domain_idxs(idx), + assume_unique=True)) + if not self.memoize: + return neg_idxs + self._neg_idxs[idx] = neg_idxs + return self._neg_idxs[idx] + + def _get_domain_idxs(self, idx): + if not self.memoize or idx not in self._domain_idxs: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + # Domain values and their indexes (softmax indexes) + domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + + domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] + for val in cur['domain'].split('|||')]) + + if not self.memoize: + return domain_idxs + self._domain_idxs[idx,0:len(domain_idxs)] = domain_idxs + + return self._domain_idxs[idx] + + def _get_target_numvals(self, idx): + if not self.memoize or idx not in self._target_numvals: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_num_attrs + + target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) + + # We can skip this if we are in inference mode and the current + # value is a nan value. + if not (self.inference_mode and cur['init_value'] == NULL_REPR): + target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( + np.array(cur['init_value'].split(NUMERICAL_SEP), dtype=np.float32)) + + if not self.memoize: + return target_numvals + self._target_numvals[idx,0:len(target_numvals)] = target_numvals + + return self._target_numvals[idx] + + + def _get_init_cat_idxs(self, idx): + """ + Note: implicitly assigns the 0th index/vector for init value of the current + attribute (i.e. target). + + This should not affect anything since we sum up the vectors whereby + the 0th vector is always the 0 vector. + + Returns init_cat_idxs: (n_init_cat_attrs) + """ + if self._n_init_cat_attrs == 0: + return torch.empty(0) + + if not self.memoize or idx not in self._init_cat_idxs: + cur = self._train_records[idx] + + init_cat_idxs = torch.LongTensor([self._init_val_idxs[attr][self._raw_data_dict[cur['_tid_']][attr]] + if attr != cur['attribute'] else 0 + for attr in self._init_cat_attrs]) + + if not self.memoize: + return init_cat_idxs + self._init_cat_idxs[idx] = init_cat_idxs + + return self._init_cat_idxs[idx] + + def _get_init_numvals(self, idx): + """ + Note: value AND mask are set to 0 if the attribute is the current + attribute (i.e. target) OR if the value is _nan_. + + Returns ( + init_numvals: (n_init_num_attrs, max_num_dim), + init_nummmask: (n_init_num_attrs), + ). + """ + if self._n_init_num_attrs == 0: + return torch.empty(0, 0), torch.empty(0) + + if not self.memoize or idx not in self._init_numvals: + cur = self._train_records[idx] + + init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim) + init_nummask = torch.ones(self._n_init_num_attrs) + for idx, attr in enumerate(self._init_num_attrs): + val_str = self._raw_data_dict[cur['_tid_']][attr] + if attr == cur['attribute'] or val_str == NULL_REPR: + init_nummask[idx] = 0. + continue + + attr_dim = self._num_attr_dim[attr] + init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(NUMERICAL_SEP))) + + if not self.memoize: + return init_numvals, init_nummask + self._init_numvals[idx] = init_numvals + self._init_nummask[idx] = init_nummask + + return self._init_numvals[idx], self._init_nummask[idx] + + def set_mode(self, inference_mode): + """ + inference_mode = True means to start inference (i.e. use KNN + for domain instead of random vectors, allows _nan_ target num vals). + """ + self.inference_mode = inference_mode + + def _get_cat_domain_target(self, idx): + """ + Returns (domain_idxs, domain_mask, target (scalar)) torch tensors for + categorical VIDs. + """ + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + domain_idxs = self._get_domain_idxs(idx) + dom_size = cur['domain_size'] + # Add negative samples to a most likely correct (clean) cell + if self._neg_sample and dom_size < self._max_domain and cur['is_clean']: + # It is faster not to memoize these. + neg_idxs = self._get_neg_dom_idxs(idx) + neg_sample = torch.LongTensor(np.random.choice(neg_idxs, + size=min(len(neg_idxs), self._max_domain - dom_size), + replace=False)) + + domain_idxs[dom_size:dom_size+len(neg_sample)] = neg_sample + dom_size += len(neg_sample) + + # Position of init in domain values (target) + target = cur['init_index'] + + # Mask out non-relevant values from padding (see below) + domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + domain_mask[dom_size:] = -1 * 1e9 + + return domain_idxs, domain_mask, torch.LongTensor([target]) + + def __getitem__(self, vid): + """ + :param:`vid` is the desired VID. + + Returns (vid, + is_categorical, + attr_idx, + init_cat_idxs, + init_numvals, + init_nummask, + domain_idxs (if categorical), + domain_mask (if categorical), + target_numvals (if numerical), + cat_target (if categorical), + ) + + where if VID is not categorical/numerical, then the corresponding + vector are replaced with dummy vectors. + + target_numvals is 0-padded up to max_num_dim for concating. + """ + idx = self._vid_to_idx[vid] + cur = self._train_records[idx] + + is_categorical = torch.ByteTensor([int(cur['attribute'] in self._train_cat_attrs)]) + attr_idx = torch.LongTensor([self._train_attr_idxs[cur['attribute']]]) + init_cat_idxs = self._get_init_cat_idxs(idx) + init_numvals, init_nummask = self._get_init_numvals(idx) + + vid = torch.LongTensor([vid]) + + # NB: we always return tensors so we can stack them easily even if + # we index into dataset one-by-one. + + # Categorical VID + if cur['attribute'] in self._train_cat_attrs: + domain_idxs, domain_mask, target = self._get_cat_domain_target(idx) + return vid, \ + is_categorical, \ + attr_idx, \ + init_cat_idxs, \ + init_numvals, \ + init_nummask, \ + domain_idxs, \ + domain_mask, \ + self._dummy_target_numvals, \ + target + + # Numerical VID + target_numvals = self._get_target_numvals(idx) + return vid, \ + is_categorical, \ + attr_idx, \ + init_cat_idxs, \ + init_numvals, \ + init_nummask, \ + self._dummy_domain_idxs, \ + self._dummy_domain_mask, \ + target_numvals, \ + self._dummy_cat_target + + def domain_values(self, vid): + idx = self._vid_to_idx[vid] + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + return cur['domain'].split('|||') + + def dump_state(self): + return {'init_val_idxs': self._init_val_idxs, + 'train_val_idxs': self._train_val_idxs, + 'init_attr_idxs': self._init_attr_idxs, + 'train_attr_idxs': self._train_attr_idxs, + 'init_cat_attrs': self._init_cat_attrs, + 'init_num_attrs': self._init_num_attrs, + 'train_cat_attrs': self._train_cat_attrs, + 'train_num_attrs': self._train_num_attrs, + 'num_attr_dim': self._num_attr_dim, + } + +class VidSampler(Sampler): + def __init__(self, domain_df, shuffle=True, train_only_clean=True): + # No NULLs and non-zero domain + domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + + # Train on only clean cells + if train_only_clean: + self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] + else: + self._vids = domain_df['_vid_'].values + + if shuffle: + self._vids = np.random.permutation(self._vids) + + def __iter__(self): + return iter(self._vids.tolist()) + + def __len__(self): + return len(self._vids) + + +class TupleEmbedding(Estimator, torch.nn.Module): + WEIGHT_DECAY = 0. + INIT_BIAS = 0. + + def __init__(self, env, dataset, domain_df, + numerical_attrs=None, + memoize=False, + embed_size=10, + neg_sample=True, + validate_fpath=None, validate_tid_col=None, validate_attr_col=None, + validate_val_col=None): + """ + :param dataset: (Dataset) original dataset + :param domain_df: (DataFrame) dataframe containing domain values + :param numerical_attrs: (list[list[str]]) attributes/columns to treat as numerical. + A list of column names. Each column must consist of d-separated + values (for d-dimensional columns). For example the column + 2D column 'lat,long' must consist of all "123,456" values. + + Everything else will be treated as categorical. + + If None, treats everything as categorical. + :param neg_sample: (bool) add negative examples for clean cells during training + :param validate_fpath: (string) filepath to validation CSV + :param validate_tid_col: (string) column containing TID + :param validate_attr_col: (string) column containing attribute + :param validate_val_col: (string) column containing correct value + """ + torch.nn.Module.__init__(self) + Estimator.__init__(self, env, dataset, domain_df) + + train_attrs = self.env['train_attrs'] + + # Check is train attributes exist + if train_attrs is not None: + if not all(attr in self.ds.get_attributes() for attr in train_attrs): + logging.error('%s: all attributes specified to use for training %s must exist in dataset: %s', + type(self).__name__, + train_attrs, + self.ds.get_attributes()) + sys.exit(1) + + # Check is numerical attributes exist + if numerical_attrs is not None: + if not all(attr in self.ds.get_attributes() for attr in numerical_attrs): + logging.error('%s: all numerical attributes specified %s must exist in dataset: %s', + type(self).__name__, + numerical_attrs, + self.ds.get_attributes()) + sys.exit(1) + + # Remove domain/training cells without a domain + # TODO: relax for numerical + filter_empty_domain = self.domain_df['domain_size'] == 0 + if filter_empty_domain.sum(): + logging.warning('%s: removing %d cells with empty domains', + type(self).__name__, + filter_empty_domain.sum()) + self.domain_df = self.domain_df[~filter_empty_domain] + + # Convert non numerical init values in numerical attributes with _nan_. + if numerical_attrs is not None: + fil_attr = self.domain_df['attribute'].isin(numerical_attrs) + fil_notnull = self.domain_df['init_value'] != NULL_REPR + fil_notnumeric = self.domain_df['init_value'].str.contains('[^0-9.,]') + bad_numerics = fil_attr & fil_notnull & fil_notnumeric + if bad_numerics.sum(): + self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR + logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', + type(self).__name__, + bad_numerics.sum(), + NULL_REPR) + + # Add DK information to domain dataframe + if self.ds.aux_table[AuxTables.dk_cells] is not None: + df_dk = self.ds.aux_table[AuxTables.dk_cells].df + self.domain_df = self.domain_df.merge(df_dk, + on=['_tid_', 'attribute'], how='left', suffixes=('', '_dk')) + self.domain_df['is_clean'] = self.domain_df['_cid__dk'].isnull() + else: + self.domain_df['is_clean'] = True + + self.domain_df = self.domain_df[self.domain_df['attribute'].isin(train_attrs)] + self.domain_recs = self.domain_df.to_records() + + # Dataset + self._dataset = LookupDataset(env, dataset, self.domain_df, + numerical_attrs, neg_sample, memoize) + + if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > embed_size: + logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", + type(self).__name__, + max(self._dataset._num_attr_dim.values()), + embed_size) + sys.exit(1) + + self._train_cat_attrs = self._dataset._train_cat_attrs + self._train_num_attrs = self._dataset._train_num_attrs + self._train_idx_to_val = self._dataset._train_idx_to_val + + # word2vec-like model. + + self._n_init_vals = self._dataset.n_init_vals + self._n_train_vals = self._dataset.n_train_vals + + self._n_init_cat_attrs = self._dataset._n_init_cat_attrs + self._n_init_num_attrs = self._dataset._n_init_num_attrs + self._n_init_attrs = self._n_init_cat_attrs + self._n_init_num_attrs + + self._n_train_cat_attrs = self._dataset._n_train_cat_attrs + self._n_train_num_attrs = self._dataset._n_train_num_attrs + self._n_train_attrs = self._n_train_cat_attrs + self._n_train_num_attrs + + self._max_domain = self._dataset._max_domain + self._max_num_dim = self._dataset._max_num_dim + self._embed_size = embed_size + + self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) + self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) + self.out_B = torch.nn.Parameter(torch.zeros(self._n_train_vals, 1)) + + # Bases vectors for numerical attributes and their spans. + + # We have a learnable 0 zero vector for every numerical attribute. + # We then have for each attribute of d dimension, d basis vectors where + # d <= embed_size. + # + # Note X_num_bases is a (# of attrs, max dimension, embed size) tensor: + # if an attr has dimension < max dimension then the padded vectors + # will not be trained nor used. + self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) + + # Mask for _num_forward to restrict which dimensions are active for each attribute. + self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + for idx, attr in enumerate(self._dataset._train_num_attrs): + dim = self._dataset._num_attr_dim[attr] + self.out_num_masks[idx,:dim] = 1. + + # logits fed into softmax used in weighted sum to combine + # dot products of in_W and out_W per attribute. + # Equivalent to choosing which input vectors to "focus" on. + # Each row corresponds to the logits per each attr/column we want + # to predict for and there are init_attr weights since we have + # init attrs to combine. + self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, + self._n_init_attrs)) + + # Initialize all but the first 0th vector embedding (reserved). + torch.nn.init.xavier_uniform_(self.in_W[1:]) + torch.nn.init.xavier_uniform_(self.out_W[1:]) + torch.nn.init.xavier_uniform_(self.out_B[1:]) + + if self._n_init_num_attrs > 0: + torch.nn.init.xavier_uniform_(self.in_num_zero_vecs) + torch.nn.init.xavier_uniform_(self.in_num_bases) + if self._n_train_num_attrs > 0: + torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) + torch.nn.init.xavier_uniform_(self.out_num_bases) + + torch.nn.init.xavier_uniform_(self.attr_W) + + self._cat_loss = CrossEntropyLoss() + # TODO: we use MSE loss for all numerical attributes for now. + # Allow user to pass in their desired loss. + self._num_loss = MSELoss(reduction='mean') + self._optimizer = Adam(self.parameters(), lr=self.env['learning_rate'], weight_decay=self.WEIGHT_DECAY) + + + # Validation stuff + self._do_validation = False + if validate_fpath is not None \ + and validate_tid_col is not None \ + and validate_attr_col is not None \ + and validate_val_col is not None: + eengine = EvalEngine(self.env, self.ds) + eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, + tid_col=validate_tid_col, + attr_col=validate_attr_col, + val_col=validate_val_col) + self._validate_df = self.domain_df.merge(eengine.clean_data.df, + left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) + + # Raise error if validation set has non-numerical values for numerical attrs + if numerical_attrs is not None: + fil_attr = self._validate_df['attribute'].isin(numerical_attrs) + fil_notnull = self._validate_df['_value_'] != NULL_REPR + fil_notnumeric = self._validate_df['_value_'].str.contains('[^0-9.,]') + bad_numerics = fil_attr & fil_notnull & fil_notnumeric + if bad_numerics.sum(): + logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', + type(self).__name__, + bad_numerics.sum(), + numerical_attrs) + sys.exit(1) + + self._validate_recs = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] \ + .set_index('_vid_').to_dict('index') + self._validate_total_errs = (self._validate_df['init_value'] != self._validate_df['_value_']).sum() + self._validate_detected_errs = ((self._validate_df['init_value'] != self._validate_df['_value_']) & ~self._validate_df['is_clean']).sum() + self._do_validation = True + + def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): + """ + Constructs the "context vector" by combining the init embedding vectors. + + init_cat_idxs: (batch, n_init_cat_attrs) + init_numvals: (batch, n_init_num_attrs, max_num_dim) + init_nummasks: (batch, n_init_num_attrs) + attr_idxs: (batch) + """ + init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) + if self._n_init_cat_attrs: + # (batch, n_init_cat_attrs, embed size) + init_cat_vecs = self.in_W.index_select(0, init_cat_idxs.view(-1)).view(*init_cat_idxs.shape, self._embed_size) + + init_num_vecs = torch.zeros(init_numvals.shape[0], 0, self._embed_size) + if self._n_init_num_attrs: + # (batch, n_init_num_attrs, max_num_dim, 1) + init_numvals = init_numvals.unsqueeze(-1) + # in_num_bases is shape (n_init_num_attrs, embed_size, max_num_dim) + # (batch, n_init_num_attrs, embed_size, max_num_dim) + in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1, -1) + + # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) + + # (batch, n_init_attrs, embed size) + init_vecs = torch.cat([init_cat_vecs, init_num_vecs], dim=1) + # Scale vectors to unit norm ALONG the embedding dimension. + # (batch, n_init_attrs, embed size) + init_vecs = F.normalize(init_vecs, p=2, dim=2) + + # (batch, 1, n_init_attrs) + attr_logits = self.attr_W.index_select(0, attr_idxs).unsqueeze(1) + # (batch, 1, n_init_attrs) + attr_weights = Softmax(dim=2)(attr_logits) + + # (batch, 1, embed size) + combined_init = attr_weights.matmul(init_vecs) + # (batch, embed size, 1) + combined_init = combined_init.view(combined_init.shape[0], combined_init.shape[2], 1) + + # (batch, embed size, 1) + return combined_init + + def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): + """ + combined_init: (batch, embed size, 1) + domain_idxs: (batch, max domain) + domain_masks: (batch, max domain) + cat_targets: (batch) + + Returns logits: (batch, max domain) + """ + # (batch, max domain, embed size) + domain_vecs = self.out_W.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, self._embed_size) + + # (batch, max domain, 1) + logits = domain_vecs.matmul(combined_init) + + # (batch, max domain, 1) + domain_biases = self.out_B.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, 1) + + # (batch, max domain, 1) + logits.add_(domain_biases) + # (batch, max domain) + logits = logits.squeeze(-1) + + + # Init bias + if self.INIT_BIAS != 0.: + logits.scatter_add_(1, cat_targets.unsqueeze(-1), + self.INIT_BIAS * torch.ones_like(cat_targets.unsqueeze(-1), dtype=torch.float32)) + + # Add mask to void out-of-domain indexes + # (batch, max domain) + logits.add_(domain_masks) + + return logits + + def _num_forward(self, combined_init, num_attr_idxs): + """ + combined_init: (batch, embed size, 1) + num_attr_idxs: (batch) + + Returns pred_numvals: (batch, max_num_dim) + """ + # (batch, embed size, max num dim) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs) + # (batch, max num dim) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs) + + """ + Use pseudo-inverse for regression + """ + # (batch, embed size, max num dim) + normed_out_num_bases = F.normalize(out_num_bases, p=2, dim=1) + + # mask out useless vectors + # (batch, embed size, max num dim) + normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # Project combined_init onto basis vectors: + # That is given normalized basis vectors v_1,...v_n the projection + # of vector c is + # c' = \sum_{i=1}^n (c \cdot v_i) v_i + # (batch, embed size, max num dim) + # We perform the dot product by multiplying element-wise then + # summing ALONG THE EMBEDDING DIMENSION. + # We then project it back onto the normed basis vectors + projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases + # (batch, embed size, 1) + projected_inits = projected_inits.sum(dim=2, keepdim=True) + # Calculate pseudo-inverse of bases for all attributes in the current batch + unique_num_attr_idxs = num_attr_idxs.unique(sorted=True) + # (unique attrs, max_num_dim, embed size) + pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) + # We need to find which index each attr_idx corresponds to in + # dim = 0 of inverse_num_bases. + # e.g. given + # unique_num_attr_idxs = [2,5,1] + # num_attr_idxs = [1,5,2,5,1] + # then temp = [[ 1, -3, 0, -3, 1], + # [ 4, 0, 3, 0, 4], + # [ 0, -4, -1, -4, 0]] + temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.unsqueeze(0) + # e.g. temp = [[0, 0, 1], + # [0, 1, 0], + # [1, 0, 0], + # [0, 1, 0], + # [0, 0, 1]] + temp = (temp == 0).t() + assert temp.any(dim=1).all() + # e.g. num_attr_idxs_pinverses = [2, 1, 0, 1, 2] + # (batch) + num_attr_idxs_pinverses = temp.nonzero()[:,1] + # Apply (pseudo)-inverse to find real value again. + # That is for an attribute with d dimension and embedding size k, d <= k + # we have: + # V: k X d basis + # z: k X 1 zero vector + # r: d X 1 d-dimensional real value + # We map r into a k-dimensional vector c by + # Vr + z = c + # Now that we have c our k-dimensional context vector projected onto the span + # of V, we recover r by: + # r = V^{-1}(c - z) + # where V^{-1} is the pseudo-inverse. + # (batch, max_num_dim, embed size) + batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) + + # (batch, embed size, 1) + out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs).unsqueeze(-1) + + # (batch, max_num_dim) + pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) + + # 0 out extraneous dimensions since extraneous targets are 0 + # (batch, max_num_dim) + pred_numvals.mul_(out_num_masks) + + return pred_numvals + + def forward(self, is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets): + """ + Performs one forward pass. + """ + # (batch, embed size, 1) + combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + + # (# of cat VIDs), (# of num VIDs) + # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + cat_mask, num_mask = is_categorical.nonzero().view(-1), (is_categorical == 0).nonzero().view(-1) + + cat_logits = torch.empty(0, self._max_domain) + if len(cat_mask): + cat_combined_init, domain_idxs, domain_masks, cat_targets = combined_init[cat_mask], \ + domain_idxs[cat_mask], \ + domain_masks[cat_mask], \ + cat_targets[cat_mask] + # (# of cat VIDs, max_domain) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) + + pred_numvals = torch.empty(0, self._max_num_dim) + if len(num_mask): + num_combined_init, num_attr_idxs = combined_init[num_mask], \ + attr_idxs[num_mask] - self._n_train_cat_attrs # shift attribute indexes back to 0 + # (# of num VIDs, max_num_dim) + pred_numvals = self._num_forward(num_combined_init, num_attr_idxs) + + return cat_logits, pred_numvals + + def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., + shuffle=True, train_only_clean=True): + """ + :param num_epochs: (int) number of epochs to train for + :param batch_size: (int) size of batches + :param weight_entropy_lambda: (float) penalization strength for + weights assigned to other attributes for a given attribute. + A higher penalization strength means the model will depend + on more attributes instead of putting all weight on a few + attributes. Recommended values between 0 to 0.5. + :param shuffle: (bool) shuffle the dataset while training + :param train_only_clean: (bool) train only on clean cells not marked by + error detection + """ + + # Returns VIDs to train on. + sampler = VidSampler(self.domain_df, shuffle=shuffle, train_only_clean=train_only_clean) + + logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", + type(self).__name__, + weight_entropy_lambda, + len(sampler), + self.domain_df.shape[0], + self._n_train_cat_attrs, + self._train_cat_attrs, + self._n_train_num_attrs, + self._train_num_attrs) + + batch_losses = [] + # Main training loop. + for epoch_idx in range(1, num_epochs+1): + logging.debug('%s: epoch %d of %d', type(self).__name__, epoch_idx, num_epochs) + batch_cnt = 0 + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets \ + in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): + is_categorical = is_categorical.view(-1) + attr_idxs = attr_idxs.view(-1) + cat_targets = cat_targets.view(-1) + + cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets) + + # Select out the appropriate targets + cat_targets = cat_targets[is_categorical.nonzero().view(-1)] + target_numvals = target_numvals[(is_categorical == 0).nonzero().view(-1)] + + assert cat_preds.shape[0] == cat_targets.shape[0] + assert numval_preds.shape == target_numvals.shape + + batch_loss = 0. + if cat_targets.shape[0] > 0: + batch_loss += self._cat_loss(cat_preds, cat_targets) + if target_numvals.shape[0] > 0: + batch_loss += self._num_loss(numval_preds, target_numvals) + + # Add the negative entropy of the attr_W to the cost: that is + # we maximize entropy of the logits of attr_W to encourage + # non-sparsity of logits. + if weight_entropy_lambda != 0.: + attr_weights = Softmax(dim=1)(self.attr_W).view(-1) + neg_attr_W_entropy = attr_weights.dot(attr_weights.log()) / self.attr_W.shape[0] + batch_loss.add_(weight_entropy_lambda * neg_attr_W_entropy) + + batch_losses.append(float(batch_loss)) + self.zero_grad() + batch_loss.backward() + + # Do not update weights for 0th reserved vectors. + if self.in_W._grad is not None: + self.in_W._grad[0].zero_() + if self.out_W._grad is not None: + self.out_W._grad[0].zero_() + if self.out_B._grad is not None: + self.out_B._grad[0].zero_() + + self._optimizer.step() + batch_cnt += 1 + + logging.debug('%s: average batch loss: %f', + type(self).__name__, + sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) + + return batch_losses + + def dump_model(self, prefix): + """ + Dump this model's parameters and other metadata (e.g. attr-val to corresponding + index in embedding matrix) with the given :param:`prefix`. + """ + torch.save(self.state_dict(), '%s_sdict.pkl' % prefix) + pickle.dump(self._dataset.dump_state(), open('%s_ds_state.pkl' % prefix, 'wb')) + + def dump_predictions(self, prefix): + """ + Dump inference results to ":param:`prefix`_predictions.pkl". + """ + preds = self.predict_pp_batch() + + logging.debug('%s: constructing and dumping predictions...'. type(self).__name__) + results = [] + for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): + assert vid == row['_vid_'] + if is_cat: + max_val, max_proba = max(pred, key=lambda t: t[1]) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': max_val, + 'proba': max_proba}) + else: + num_pred = NUMERICAL_SEP.join(map(str, pred)) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': num_pred, + 'proba': -1}) + + results = pd.DataFrame(results) + + fpath = '{}_predictions.pkl'.format(prefix) + logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) + results.to_pickle(fpath) + + def validate(self): + ### Categorical + n_cat = 0 + n_cat_repair = 0 + # repairs on clean + DK cells + cor_repair = 0 + incor_repair = 0 + # repairs only on DK cells + cor_repair_dk = 0 + incor_repair_dk = 0 + + + ### Numerical + n_num = 0 + total_se = 0 + squared_resids = [] + + logging.debug('%s: running validation set...', type(self).__name__) + + validation_preds = self.predict_pp_batch(self._validate_df) + + for vid, is_cat, preds in tqdm(list(validation_preds)): + row = self._validate_recs[vid] + + if is_cat: + n_cat += 1 + + inf_val, inf_prob = max(preds, key=lambda t: t[1]) + + if row['init_value'] != inf_val: + n_cat_repair += 1 + # Correct val == inf val + if row['_value_'] == inf_val: + cor_repair += 1 + if not row['is_clean']: + cor_repair_dk += 1 + # Correct val != inf val + else: + incor_repair += 1 + if not row['is_clean']: + incor_repair_dk += 1 + continue + + # Numerical + n_num += 1 + cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) + assert cor_val.shape == preds.shape + sq_res = np.sum((cor_val - preds) ** 2) + squared_resids.append(sq_res) + total_se += sq_res + + if self._validate_total_errs == 0: + logging.warning('%s: total errors in validation set is 0', type(self).__name__) + if self._validate_detected_errs == 0: + logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) + + val_res = {'precision': cor_repair / max(cor_repair + incor_repair, 1), + 'recall': cor_repair / max(self._validate_total_errs, 1), + 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), + 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), + # 'dk_recall': cor_repair_dk / max(self._validate_total_errs, 1), + 'n_cat': n_cat, + 'n_num': n_num, + 'n_cat_repair': n_cat_repair, + 'total_se': total_se, + 'squared_resids': pd.Series(squared_resids), + } + + logging.debug("%s: # categorical: %d (repairs: %d), # numerical: %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_repair'], + val_res['n_num']) + logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", + type(self).__name__, val_res['precision'], val_res['recall']) + logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", + type(self).__name__, val_res['dk_precision'], val_res['repair_recall']) + if val_res['n_num']: + logging.debug("%s: MSE: %.2f, RMSE: %2.f", type(self).__name__, + val_res['total_se'] / val_res['n_num'], + (val_res['total_se'] / val_res['n_num']) ** 0.5) + logging.debug("%s: Squared resids: %s", type(self).__name__, + val_res['squared_resids'].describe()) + + return val_res + + def predict_pp(self, row, attr=None, values=None): + raise NotImplementedError + + def predict_pp_batch(self, df=None): + """ + Performs batch prediction. + + df must have column '_vid_'. + One should only pass in VIDs that have been trained on (see + :param:`train_attrs`). + + Returns (vid, is_categorical, list[(value, proba)] OR real value (np.array)) + where if is_categorical = True then list[(value, proba)] is returned. + """ + if df is None: + df = self.domain_df + + logging.debug('%s: getting dataset indices...', type(self).__name__) + self._dataset.set_mode(inference_mode=True) + ds_tuples = [self._dataset[vid] for vid in df['_vid_'].values] + self._dataset.set_mode(inference_mode=False) + vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets = map(torch.stack, list(zip(*ds_tuples))) + is_categorical = is_categorical.view(-1) + attr_idxs = attr_idxs.view(-1) + cat_targets = cat_targets.view(-1) + logging.debug('%s: done getting dataset indices.', type(self).__name__) + + logging.debug('%s: starting batch prediction...', type(self).__name__) + pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets) + logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', + type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) + + pred_cat_idx = 0 + pred_num_idx = 0 + for idx, is_cat in enumerate(is_categorical): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue + + # Real valued prediction + dim = self.out_num_masks[attr_idxs[idx] - self._n_train_cat_attrs].nonzero().max() + pred_num = pred_nums[pred_num_idx][:dim+1] + pred_num_idx += 1 + yield vid, False, pred_num.detach().numpy() diff --git a/examples/.gitignore b/examples/.gitignore deleted file mode 100644 index d6dd4a1bf..000000000 --- a/examples/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -# Ignore local test scripts. -test*.py diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index fb46e0a67..90a3a871f 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -31,7 +31,8 @@ hc.detect_errors(detectors) # 4. Repair errors utilizing the defined features. -hc.setup_domain() +hc.generate_domain() +hc.run_estimator() featurizers = [ OccurAttrFeaturizer(), FreqFeaturizer(), diff --git a/examples/holoclean_repair_example_db.py b/examples/holoclean_repair_example_db.py index ba8c46533..954b40e11 100644 --- a/examples/holoclean_repair_example_db.py +++ b/examples/holoclean_repair_example_db.py @@ -38,7 +38,7 @@ hc.detect_errors([error_loader]) # 4. Repair errors utilizing the defined features. -hc.setup_domain() +hc.generate_domain() featurizers = [ OccurAttrFeaturizer(), FreqFeaturizer(), From 8929efc43f597473a4184eb12c8ec9c48da7a32c Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:25:42 -0400 Subject: [PATCH 07/48] Always load clean/ground truth as strings since we load/store raw data as strings. --- evaluate/eval.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/evaluate/eval.py b/evaluate/eval.py index cf6a8361c..3e517b562 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -50,19 +50,19 @@ def __init__(self, env, dataset): def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): tic = time.clock() try: - raw_data = pd.read_csv(fpath, na_values=na_values, encoding='utf-8') + raw_data = pd.read_csv(fpath, na_values=na_values, dtype=str, encoding='utf-8') # We drop any ground truth values that are NULLs since we follow # the closed-world assumption (if it's not there it's wrong). # TODO: revisit this once we allow users to specify which # attributes may be NULL. raw_data.dropna(subset=[val_col], inplace=True) - raw_data.fillna(NULL_REPR, inplace=True) raw_data.rename({tid_col: '_tid_', attr_col: '_attribute_', val_col: '_value_'}, axis='columns', inplace=True) raw_data = raw_data[['_tid_', '_attribute_', '_value_']] + raw_data['_tid_'] = raw_data['_tid_'].astype(int) # Normalize string to whitespaces. raw_data['_value_'] = raw_data['_value_'].str.strip().str.lower() self.clean_data = Table(name, Source.DF, df=raw_data) @@ -312,11 +312,10 @@ def log_weak_label_stats(self): "w. label = init", "w. label = grdth", "w. label = inferred", "infer = grdth", "count"]) df_stats = df_stats.sort_values(list(df_stats.columns)).reset_index(drop=True) - logging.debug("weak label statistics:") pd.set_option('display.max_columns', None) pd.set_option('display.max_rows', len(df_stats)) pd.set_option('display.max_colwidth', -1) - logging.debug("%s", df_stats) + logging.debug("weak label statistics:\n%s", df_stats) pd.reset_option('display.max_columns') pd.reset_option('display.max_rows') pd.reset_option('display.max_colwidth') From 1e240a64283254418f7015ee384f91f1fdbc91db Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 19:42:59 -0400 Subject: [PATCH 08/48] Added featurizer for learned embeddings from TupleEmbedding model. --- dataset/dataset.py | 20 +++ domain/domain.py | 2 + domain/estimators/tuple_embedding.py | 209 +++++++++++++++++++------ examples/holoclean_repair_example.py | 2 +- holoclean.py | 6 + repair/featurize/__init__.py | 5 +- repair/featurize/embeddingfeat.py | 75 +++++++++ repair/featurize/featurized_dataset.py | 5 +- repair/featurize/featurizer.py | 10 +- 9 files changed, 275 insertions(+), 59 deletions(-) create mode 100644 repair/featurize/embeddingfeat.py diff --git a/dataset/dataset.py b/dataset/dataset.py index 784d5adaa..bea3ed735 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -63,6 +63,10 @@ def __init__(self, name, env): # Attributes to train on self.train_attrs = env["train_attrs"] + # Embedding model for learned embedding vectors of domain values and + # tuple context + self._embedding_model = None + # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): """ @@ -336,3 +340,19 @@ def get_repaired_dataset(self): toc = time.clock() total_time = toc - tic return status, total_time + + def load_embedding_model(self, model): + """ + Memoize the TupleEmbedding model for retrieving learned embeddings + later (e.g. in EmbeddingFeaturizer). + """ + self._embedding_model = model + + def get_embedding_model(self): + """ + Retrieve the memoized embedding model. + """ + if self._embedding_model is None: + raise Exception("cannot retrieve embedding model: it was never trained and loaded!") + return self._embedding_model + diff --git a/domain/domain.py b/domain/domain.py index d6a4f6455..bca436586 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -422,6 +422,8 @@ def _run_estimator(self): estimator = Logistic(self.env, self.ds, domain_df) elif self.env['estimator_type'] == 'TupleEmbedding': estimator = TupleEmbedding(self.env, self.ds, domain_df) + # Memoize embedding model for later use (e.g. in featurizers). + self.ds.load_embedding_model(estimator) else: raise Exception('estimator_type must be one of {NaiveBayes, Logistic, TupleEmbedding}') estimator.train(self.env['estimator_epochs'], self.env['estimator_batch_size']) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index eea853644..471cc54cc 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -207,7 +207,7 @@ def __init__(self, env, dataset, domain_df, self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} - self._train_records = domain_df[['_tid_', 'attribute', 'init_value', + self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() # Maximum domain size @@ -375,8 +375,9 @@ def _get_cat_domain_target(self, idx): domain_idxs = self._get_domain_idxs(idx) dom_size = cur['domain_size'] - # Add negative samples to a most likely correct (clean) cell - if self._neg_sample and dom_size < self._max_domain and cur['is_clean']: + # During training, add negative samples to a most likely correct (clean) cell + if not self.inference_mode and self._neg_sample \ + and dom_size < self._max_domain and cur['is_clean']: # It is faster not to memoize these. neg_idxs = self._get_neg_dom_idxs(idx) neg_sample = torch.LongTensor(np.random.choice(neg_idxs, @@ -399,16 +400,19 @@ def __getitem__(self, vid): """ :param:`vid` is the desired VID. - Returns (vid, - is_categorical, - attr_idx, - init_cat_idxs, - init_numvals, - init_nummask, - domain_idxs (if categorical), - domain_mask (if categorical), - target_numvals (if numerical), - cat_target (if categorical), + In parenthese is the size of the tensor. torch.DataLoader will stack these + into (batch size, *tensor size). + + Returns (vid: (1), + is_categorical: (1), + attr_idx: (1), + init_cat_idxs: (n_init_cat_attrs), + init_numvals: (n_init_num_attrs, max num dim), + init_nummask: (n_init_num_attrs), + domain_idxs (if categorical): (max domain), + domain_mask (if categorical): (max domain), + target_numvals (if numerical): (max num dim), + cat_target (if categorical): (1), ) where if VID is not categorical/numerical, then the corresponding @@ -418,6 +422,7 @@ def __getitem__(self, vid): """ idx = self._vid_to_idx[vid] cur = self._train_records[idx] + assert cur['_vid_'] == vid is_categorical = torch.ByteTensor([int(cur['attribute'] in self._train_cat_attrs)]) attr_idx = torch.LongTensor([self._train_attr_idxs[cur['attribute']]]) @@ -502,7 +507,6 @@ class TupleEmbedding(Estimator, torch.nn.Module): def __init__(self, env, dataset, domain_df, numerical_attrs=None, memoize=False, - embed_size=10, neg_sample=True, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, validate_val_col=None): @@ -526,6 +530,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] # Check is train attributes exist @@ -584,11 +589,11 @@ def __init__(self, env, dataset, domain_df, self._dataset = LookupDataset(env, dataset, self.domain_df, numerical_attrs, neg_sample, memoize) - if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > embed_size: + if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > self._embed_size: logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", type(self).__name__, max(self._dataset._num_attr_dim.values()), - embed_size) + self._embed_size) sys.exit(1) self._train_cat_attrs = self._dataset._train_cat_attrs @@ -610,7 +615,6 @@ def __init__(self, env, dataset, domain_df, self._max_domain = self._dataset._max_domain self._max_num_dim = self._dataset._max_num_dim - self._embed_size = embed_size self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) @@ -631,6 +635,7 @@ def __init__(self, env, dataset, domain_df, self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Mask for _num_forward to restrict which dimensions are active for each attribute. + # Hadamard/elementwise multiply this mask. self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): dim = self._dataset._num_attr_dim[attr] @@ -706,7 +711,7 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_cat_idxs: (batch, n_init_cat_attrs) init_numvals: (batch, n_init_num_attrs, max_num_dim) init_nummasks: (batch, n_init_num_attrs) - attr_idxs: (batch) + attr_idxs: (batch, 1) """ init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) if self._n_init_cat_attrs: @@ -734,7 +739,7 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_vecs = F.normalize(init_vecs, p=2, dim=2) # (batch, 1, n_init_attrs) - attr_logits = self.attr_W.index_select(0, attr_idxs).unsqueeze(1) + attr_logits = self.attr_W.index_select(0, attr_idxs.view(-1)).unsqueeze(1) # (batch, 1, n_init_attrs) attr_weights = Softmax(dim=2)(attr_logits) @@ -751,7 +756,7 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): combined_init: (batch, embed size, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) - cat_targets: (batch) + cat_targets: (batch, 1) Returns logits: (batch, max domain) """ @@ -772,8 +777,8 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): # Init bias if self.INIT_BIAS != 0.: - logits.scatter_add_(1, cat_targets.unsqueeze(-1), - self.INIT_BIAS * torch.ones_like(cat_targets.unsqueeze(-1), dtype=torch.float32)) + logits.scatter_add_(1, cat_targets, + self.INIT_BIAS * torch.ones_like(cat_targets, dtype=torch.float32)) # Add mask to void out-of-domain indexes # (batch, max domain) @@ -784,14 +789,14 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): def _num_forward(self, combined_init, num_attr_idxs): """ combined_init: (batch, embed size, 1) - num_attr_idxs: (batch) + num_attr_idxs: (batch, 1) Returns pred_numvals: (batch, max_num_dim) """ # (batch, embed size, max num dim) - out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) # (batch, max num dim) - out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) """ Use pseudo-inverse for regression @@ -822,11 +827,11 @@ def _num_forward(self, combined_init, num_attr_idxs): # dim = 0 of inverse_num_bases. # e.g. given # unique_num_attr_idxs = [2,5,1] - # num_attr_idxs = [1,5,2,5,1] + # num_attr_idxs = [[1,5,2,5,1]] # then temp = [[ 1, -3, 0, -3, 1], # [ 4, 0, 3, 0, 4], # [ 0, -4, -1, -4, 0]] - temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.unsqueeze(0) + temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.t() # e.g. temp = [[0, 0, 1], # [0, 1, 0], # [1, 0, 0], @@ -853,7 +858,7 @@ def _num_forward(self, combined_init, num_attr_idxs): batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) # (batch, embed size, 1) - out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs).unsqueeze(-1) + out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs.view(-1)).unsqueeze(-1) # (batch, max_num_dim) pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) @@ -869,32 +874,63 @@ def forward(self, is_categorical, attr_idxs, domain_idxs, domain_masks, cat_targets): """ Performs one forward pass. + + is_categorical: (batch, 1) + attr_idxs: (batch, 1) + cat_targets: (batch, 1) """ # (batch, embed size, 1) - combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, + init_nummasks, attr_idxs) # (# of cat VIDs), (# of num VIDs) - # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor - cat_mask, num_mask = is_categorical.nonzero().view(-1), (is_categorical == 0).nonzero().view(-1) + cat_mask, num_mask = self._cat_num_masks(is_categorical) cat_logits = torch.empty(0, self._max_domain) if len(cat_mask): - cat_combined_init, domain_idxs, domain_masks, cat_targets = combined_init[cat_mask], \ - domain_idxs[cat_mask], \ - domain_masks[cat_mask], \ - cat_targets[cat_mask] + cat_combined_init, domain_idxs, domain_masks, cat_targets = \ + combined_init[cat_mask], \ + domain_idxs[cat_mask], \ + domain_masks[cat_mask], \ + cat_targets[cat_mask] # (# of cat VIDs, max_domain) cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): num_combined_init, num_attr_idxs = combined_init[num_mask], \ - attr_idxs[num_mask] - self._n_train_cat_attrs # shift attribute indexes back to 0 + self._num_attr_idxs(is_categorical, attr_idxs) # (# of num VIDs, max_num_dim) pred_numvals = self._num_forward(num_combined_init, num_attr_idxs) return cat_logits, pred_numvals + def _cat_num_masks(self, is_categorical): + """ + is_categorical: (batch, 1) + """ + # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + cat_mask, num_mask = is_categorical.view(-1).nonzero().view(-1),\ + (is_categorical.view(-1) == 0).nonzero().view(-1) + return cat_mask, num_mask + + def _num_attr_idxs(self, is_categorical, attr_idxs): + """ + Returns the 0-indexed numerical attribute indexes from a batch of + attribute indexes. + + is_categorical: (batch, 1) + attr_idxs: (batch, 1) + + Returns tensor of shape (# of numerical examples, 1) + """ + _, num_mask = self._cat_num_masks(is_categorical) + # shift attribute indexes back to 0 + num_attr_idxs = attr_idxs[num_mask] - self._n_train_cat_attrs + + # (# of numerical examples, 1) + return num_attr_idxs + def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., shuffle=True, train_only_clean=True): """ @@ -933,17 +969,15 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., domain_idxs, domain_masks, \ target_numvals, cat_targets \ in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): - is_categorical = is_categorical.view(-1) - attr_idxs = attr_idxs.view(-1) - cat_targets = cat_targets.view(-1) cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, domain_idxs, domain_masks, cat_targets) # Select out the appropriate targets - cat_targets = cat_targets[is_categorical.nonzero().view(-1)] - target_numvals = target_numvals[(is_categorical == 0).nonzero().view(-1)] + cat_mask, num_mask = self._cat_num_masks(is_categorical) + cat_targets = cat_targets.view(-1)[cat_mask] + target_numvals = target_numvals[num_mask] assert cat_preds.shape[0] == cat_targets.shape[0] assert numval_preds.shape == target_numvals.shape @@ -983,6 +1017,86 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., return batch_losses + def _get_dataset_vecs(self, vids): + """ + Returns the vectors from Dataset for the given VIDs that has been + reshaped to be in the proper format for forward. + + Returns (vids, + is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks, + target_numvals, + cat_targets, + ) + """ + self._dataset.set_mode(inference_mode=True) + ds_tuples = [self._dataset[vid] for vid in vids] + self._dataset.set_mode(inference_mode=False) + + return tuple(map(torch.stack, list(zip(*ds_tuples)))) + + def get_context_vecs(self, vids): + """ + Returns (# of vids, embed_size) context DETACHED pytorch tensors for + the given VIDs. + """ + _, _, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ + _, _, _, _ = self._get_dataset_vecs(vids) + + # (# of vids, embed_size, 1) + context_vec = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + # (# of vids, embed_size) + return context_vec.squeeze(-1).detach() + + def get_target_vecs(self, vids): + """ + Returns a (# of vids, max domain values, embed_size) the target + DETACHED pytorch tensors for each domain value for each VID. + + Note for each VID the domain target vectors are padded up to the maximum + domain size. + """ + _, is_categorical, attr_idxs, _, _, _, \ + domain_idxs, _, target_numvals, _ = self._get_dataset_vecs(vids) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + + # TODO: should we also return the biases? + # (batch, max_domain, embed_size) + target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ + .view(*domain_idxs.shape, self._embed_size) + + # Replace the target vectors with our numerical spanned vector if + # we have numerical values. + if len(num_masks): + # (# of num, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # (batch, embed_size, max num dim) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) + # (batch, max num dim) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) + # (batch, embed_size, max num dim) + out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # (batch, embed_size, 1) + num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) + # (batch, 1, embed_size) + num_vecs = num_vecs.view(-1, 1, self._embed_size) + # (batch, self._max_domain, embed_size) + num_vecs = num_vecs.expand(-1, self._max_domain, -1) + + target_vecs[num_masks] = num_vecs[num_masks] + + # (batch, max_domain, embed_size) + return target_vecs.detach() + def dump_model(self, prefix): """ Dump this model's parameters and other metadata (e.g. attr-val to corresponding @@ -1124,16 +1238,10 @@ def predict_pp_batch(self, df=None): df = self.domain_df logging.debug('%s: getting dataset indices...', type(self).__name__) - self._dataset.set_mode(inference_mode=True) - ds_tuples = [self._dataset[vid] for vid in df['_vid_'].values] - self._dataset.set_mode(inference_mode=False) vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ - target_numvals, cat_targets = map(torch.stack, list(zip(*ds_tuples))) - is_categorical = is_categorical.view(-1) - attr_idxs = attr_idxs.view(-1) - cat_targets = cat_targets.view(-1) + target_numvals, cat_targets = self._get_dataset_vecs(df['_vid_'].values) logging.debug('%s: done getting dataset indices.', type(self).__name__) logging.debug('%s: starting batch prediction...', type(self).__name__) @@ -1145,7 +1253,8 @@ def predict_pp_batch(self, df=None): pred_cat_idx = 0 pred_num_idx = 0 - for idx, is_cat in enumerate(is_categorical): + + for idx, is_cat in enumerate(is_categorical.view(-1)): vid = int(vids[idx, 0]) if is_cat: logits = pred_cats[pred_cat_idx] @@ -1154,7 +1263,7 @@ def predict_pp_batch(self, df=None): continue # Real valued prediction - dim = self.out_num_masks[attr_idxs[idx] - self._n_train_cat_attrs].nonzero().max() + dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() pred_num = pred_nums[pred_num_idx][:dim+1] pred_num_idx += 1 yield vid, False, pred_num.detach().numpy() diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index 90a3a871f..bdd7dd1a0 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -7,7 +7,7 @@ db_name='holo', domain_thresh_1=0.0, domain_thresh_2=0.0, - weak_label_thresh=0.99, + weak_label_thresh=0.90, max_domain=10000, cor_strength=0.6, nb_cor_strength=0.8, diff --git a/holoclean.py b/holoclean.py index cef8ebbf5..d694a5000 100644 --- a/holoclean.py +++ b/holoclean.py @@ -165,6 +165,12 @@ 'default': 32, 'type': int, 'help': 'Size of batch used in SGD in the weak labelling and domain generation estimator.'}), + (('-ees', '--estimator_embedding_size'), + {'metavar': 'ESTIMATOR_EMBEDDING_SIZE', + 'dest': 'estimator_embedding_size', + 'default': 10, + 'type': int, + 'help': 'If embeding_type = TupleEmbedding, uses this for the embedding size of the learned embedding vectors.'}), (('-ta', '--train_attrs'), {'metavar': 'TRAIN_ATTRS', 'dest': 'train_attrs', diff --git a/repair/featurize/__init__.py b/repair/featurize/__init__.py index 86ce86768..89d684513 100644 --- a/repair/featurize/__init__.py +++ b/repair/featurize/__init__.py @@ -6,6 +6,7 @@ from .initsimfeat import InitSimFeaturizer from .langmodelfeat import LangModelFeaturizer from .occurattrfeat import OccurAttrFeaturizer +from .embeddingfeat import EmbeddingFeaturizer __all__ = ['ConstraintFeaturizer', 'FeaturizedDataset', @@ -14,4 +15,6 @@ 'InitAttrFeaturizer', 'InitSimFeaturizer', 'LangModelFeaturizer', - 'OccurAttrFeaturizer'] + 'OccurAttrFeaturizer', + 'EmbeddingFeaturizer', + ] diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py new file mode 100644 index 000000000..8fe5f28bf --- /dev/null +++ b/repair/featurize/embeddingfeat.py @@ -0,0 +1,75 @@ +import logging +import sys + +import torch + +from .featurizer import Featurizer +from dataset import AuxTables +from domain.estimators import TupleEmbedding + + +class EmbeddingFeaturizer(Featurizer): + """ + Featurizer that wraps the learned vectors from a TupleEmbedding model + cached in Dataset. + + Takes in two optional parameters (if estimator_type != TupleEmbedding i.e. + if estimator is not the TupleEmbedding estimator): + epochs (int): # of epochs to run + batch_size (int): batch size + """ + DEFAULT_EPOCHS = 10 + DEFAULT_BATCH_SIZE = 32 + + def specific_setup(self): + self.name = 'EmbeddingFeaturizer' + + if self.env['estimator_type'] != 'TupleEmbedding': + logging.debug('%s: training TupleEmbedding model since it was not used as an estimator', + self.name) + + epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) + batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') + self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) + self.embedding_model.train(epochs, batch_size) + + logging.debug('%s: done training TupleEmbedding model.') + else: + logging.debug('%s: retrieving embedding vectors learned from TupleEmbedding estimator', + self.name) + self.embedding_model = self.ds.get_embedding_model() + + def create_tensor(self): + """ + For a batch of vids, returns a batch of learned embeddings for each of its + domain values. + + That is returns a (batch, max domain, 2 * embed_size) tensor where + the first embed_size features are the context vectors (same for a given + batch) and the second embed_size features are the "target" vectors (unique + for each domain value). + """ + vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() + + # (# of vids, embed_size) + context_vecs = self.embedding_model.get_context_vecs(vids) + # (# of vids, max domain, embed_size) + target_vecs = self.embedding_model.get_target_vecs(vids) + # (# of vids, max domain, embed_size) + context_vecs = context_vecs.unsqueeze(1).expand(*target_vecs.shape) + + # Verify the non-zero target_vectors correspond to the # of domain + # values actually in each VID. + assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() \ + == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() + + # (# of vids, max domain, 2 * embed_size) + combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) + + return combined_vecs + + def feature_names(self): + return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ + + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index e4478ff9b..b5533bce1 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -18,9 +18,8 @@ def __init__(self, dataset, env, featurizers): self.ds = dataset self.env = env self.total_vars, self.classes = self.ds.get_domain_info() - self.processes = self.env['threads'] for f in featurizers: - f.setup_featurizer(self.ds, self.processes, self.env['batch_size']) + f.setup_featurizer(self.env, self.ds) logging.debug('featurizing training data...') tensors = [f.create_tensor() for f in featurizers] self.featurizer_info = [FeatInfo(featurizer.name, @@ -32,7 +31,7 @@ def __init__(self, dataset, env, featurizers): tensor = torch.cat(tensors, 2) self.tensor = tensor - logging.debug('DONE featurization.') + logging.debug('DONE featurization. Feature tensor size: %s', self.tensor.shape) if self.env['debug_mode']: weights_df = pd.DataFrame(self.tensor.reshape(-1, self.tensor.shape[-1]).numpy()) diff --git a/repair/featurize/featurizer.py b/repair/featurize/featurizer.py index 15569f850..9b562f4a9 100644 --- a/repair/featurize/featurizer.py +++ b/repair/featurize/featurizer.py @@ -5,18 +5,20 @@ class Featurizer: __metaclass__ = ABCMeta - def __init__(self, learnable=True, init_weight=1.0): + def __init__(self, learnable=True, init_weight=1.0, **kwargs): self.name = None self.setup_done = False self.learnable = learnable self.init_weight = init_weight + self.addn_kwargs = kwargs - def setup_featurizer(self, dataset, processes=20, batch_size=32): + def setup_featurizer(self, env, dataset): + self.env = env self.ds = dataset self.total_vars, self.classes = self.ds.get_domain_info() # only create a pool if processes > 1 - self._pool = Pool(processes) if processes > 1 else None - self._batch_size = batch_size + self._pool = Pool(env['threads']) if env['threads'] > 1 else None + self._batch_size = env['batch_size'] self.setup_done = True self.specific_setup() From 9c37148bfbe63b9aa6b1a994efc2de2b36254ddd Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 7 Apr 2019 15:57:14 -0400 Subject: [PATCH 09/48] Support multiple layers during repair and made TupleEmbedding dump/load more sophisticated. --- domain/domain.py | 2 +- domain/estimators/tuple_embedding.py | 139 +++++++++++++---- evaluate/eval.py | 13 +- examples/holoclean_repair_example.py | 3 +- holoclean.py | 6 + repair/featurize/embeddingfeat.py | 36 +++-- repair/learn/learn.py | 225 ++++++++++++++++----------- repair/repair.py | 4 +- 8 files changed, 281 insertions(+), 147 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index bca436586..5bfea2fb6 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -245,7 +245,7 @@ def generate_domain(self): vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) - logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) + logging.debug('DONE generating initial set of domain values in %.2fs', time.clock() - tic) return domain_df diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 471cc54cc..7f53fb09b 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1,4 +1,5 @@ import logging +import os import pickle import sys @@ -116,7 +117,6 @@ def __init__(self, env, dataset, domain_df, # Assign index for every unique value-attr (train/possible values, target) self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} - self._train_idx_to_val = {0: NULL_REPR} # Reserve the 0th index as placeholder for padding in domain_idx and # for NULL values. cur_init_idx = 1 @@ -193,7 +193,6 @@ def __init__(self, env, dataset, domain_df, # Assign index for train/domain values self._train_val_idxs[attr][val] = cur_train_idx - self._train_idx_to_val[cur_train_idx] = val cur_train_idx += 1 # Unique train values (their indexes) by attr @@ -219,22 +218,31 @@ def __init__(self, env, dataset, domain_df, self._max_num_dim = max(self._num_attr_dim.values()) self._total_num_dim = sum(self._num_attr_dim.values()) + self._init_dummies() + self._init_memoize_vecs() + def _init_dummies(self): # Dummy vectors - self._dummy_domain_mask = torch.zeros(self._max_domain, dtype=torch.float) - self._dummy_domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) - self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) + self._dummy_domain_mask = torch.zeros(self._max_domain, + dtype=torch.float) + self._dummy_domain_idxs = torch.zeros(self._max_domain, + dtype=torch.long) + self._dummy_target_numvals = torch.zeros(self._max_num_dim, + dtype=torch.float) self._dummy_cat_target = torch.LongTensor([-1]) + def _init_memoize_vecs(self): # Memoize certain lookups. - if memoize: - self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) - self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) - if self._total_num_dim > 0: - self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) - self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) - self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) - self._neg_idxs = self.MemoizeVec(len(self), None, None) + if not self.memoize: + return + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) + self._neg_idxs = self.MemoizeVec(len(self), None, None) + + if self._total_num_dim > 0: + self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) def _split_cat_num_attrs(self, attrs): """ @@ -467,17 +475,38 @@ def domain_values(self, vid): assert cur['attribute'] in self._train_cat_attrs return cur['domain'].split('|||') - def dump_state(self): - return {'init_val_idxs': self._init_val_idxs, - 'train_val_idxs': self._train_val_idxs, - 'init_attr_idxs': self._init_attr_idxs, - 'train_attr_idxs': self._train_attr_idxs, - 'init_cat_attrs': self._init_cat_attrs, - 'init_num_attrs': self._init_num_attrs, - 'train_cat_attrs': self._train_cat_attrs, - 'train_num_attrs': self._train_num_attrs, - 'num_attr_dim': self._num_attr_dim, - } + def _state_attrs(self): + """ + Attributes/local vars to dump as state. Basically everything + used when __getitem__ is invoked. + """ + return ['_vid_to_idx', + '_train_records', + '_raw_data_dict', + '_max_domain', + '_max_num_dim', + '_init_val_idxs', + '_train_val_idxs', + '_init_attr_idxs', + '_train_attr_idxs', + '_init_cat_attrs', + '_init_num_attrs', + '_train_cat_attrs', + '_train_num_attrs', + '_num_attr_dim', + '_n_init_cat_attrs', + '_n_init_num_attrs', + '_train_val_idxs_by_attr', + ] + + def get_state(self): + return {attr: getattr(self, attr) for attr in self._state_attrs()} + + def load_state(self, state): + for attr, val in state.items(): + setattr(self, attr, val) + self._init_dummies() + self._init_memoize_vecs() class VidSampler(Sampler): def __init__(self, domain_df, shuffle=True, train_only_clean=True): @@ -598,7 +627,6 @@ def __init__(self, env, dataset, domain_df, self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs - self._train_idx_to_val = self._dataset._train_idx_to_val # word2vec-like model. @@ -1055,8 +1083,9 @@ def get_context_vecs(self, vids): def get_target_vecs(self, vids): """ - Returns a (# of vids, max domain values, embed_size) the target - DETACHED pytorch tensors for each domain value for each VID. + Returns a (# of vids, max domain values, embed_size + 1) the target + DETACHED pytorch tensors for each domain value for each VID (+1 for + bias). Note for each VID the domain target vectors are padded up to the maximum domain size. @@ -1094,16 +1123,59 @@ def get_target_vecs(self, vids): target_vecs[num_masks] = num_vecs[num_masks] - # (batch, max_domain, embed_size) + # TODO: mask/handle numeric bias. Note this should still select + # the 0th bias which is 0 + # (batch, max_domain, 1) + target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ + .view(*domain_idxs.shape, 1) + + # (batch, max_domain, embed_size + 1) + target_vecs = torch.cat([target_vecs, target_bias], dim=-1) + # (batch, max_domain, embed_size + 1) return target_vecs.detach() + def _model_fpaths(self, prefix): + return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix + def dump_model(self, prefix): """ - Dump this model's parameters and other metadata (e.g. attr-val to corresponding - index in embedding matrix) with the given :param:`prefix`. + Dump this model's parameters and other metadata (e.g. attr-val to + corresponding index in embedding matrix) with the given + :param:`prefix`. + + When loading the model one must use the same domain DF. """ - torch.save(self.state_dict(), '%s_sdict.pkl' % prefix) - pickle.dump(self._dataset.dump_state(), open('%s_ds_state.pkl' % prefix, 'wb')) + sdict_fpath, ds_fpath = self._model_fpaths(prefix) + logging.debug('%s: saving model to %s and %s', + type(self).__name__, sdict_fpath, ds_fpath) + + torch.save(self.state_dict(), sdict_fpath) + with open(ds_fpath, 'wb') as f: + pickle.dump(self._dataset.get_state(), f) + + def load_model(self, prefix): + """ + Tries to load the parameters and state from the given dump prefix. + Note this EmbeddingModel must be initialized with the same domain DF + (otherwise it does not make sense to load the same parameters). + + Returns whether the model could be loaded. + """ + sdict_fpath, ds_fpath = self._model_fpaths(prefix) + + if not os.path.exists(sdict_fpath) or not os.path.exists(ds_fpath): + logging.warning('%s: cannot load model from prefix %s', + type(self).__name__, + prefix) + return False + + logging.debug('%s: loading saved model from %s and %s', + type(self).__name__, sdict_fpath, ds_fpath) + + self.load_state_dict(torch.load(sdict_fpath)) + with open(ds_fpath, 'rb') as f: + self._dataset.load_state(pickle.load(f)) + return True def dump_predictions(self, prefix): """ @@ -1111,7 +1183,8 @@ def dump_predictions(self, prefix): """ preds = self.predict_pp_batch() - logging.debug('%s: constructing and dumping predictions...'. type(self).__name__) + logging.debug('%s: constructing and dumping predictions...'. + type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): assert vid == row['_vid_'] diff --git a/evaluate/eval.py b/evaluate/eval.py index 3e517b562..c159d71b8 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -276,10 +276,7 @@ def log_weak_label_stats(self): select (t3._tid_ is NULL) as clean, (t1.fixed) as status, - (t4._tid_ is NOT NULL) as inferred, (t1.init_value = t2._value_) as init_eq_grdth, - (t1.init_value = t4.rv_value) as init_eq_infer, - (t1.weak_label = t1.init_value) as wl_eq_init, (t1.weak_label = t2._value_) as wl_eq_grdth, (t1.weak_label = t4.rv_value) as wl_eq_infer, (t2._value_ = t4.rv_value) as infer_eq_grdth, @@ -292,10 +289,7 @@ def log_weak_label_stats(self): group by clean, status, - inferred, init_eq_grdth, - init_eq_infer, - wl_eq_init, wl_eq_grdth, wl_eq_infer, infer_eq_grdth @@ -307,15 +301,14 @@ def log_weak_label_stats(self): res = self.ds.engine.execute_query(query) df_stats = pd.DataFrame(res, - columns=["is_clean", "cell_status", "is_inferred", - "init = grdth", "init = inferred", - "w. label = init", "w. label = grdth", "w. label = inferred", + columns=["is_clean", "cell_status", + "init = grdth", "wlabel = grdth", "wlabel = infer", "infer = grdth", "count"]) df_stats = df_stats.sort_values(list(df_stats.columns)).reset_index(drop=True) pd.set_option('display.max_columns', None) pd.set_option('display.max_rows', len(df_stats)) pd.set_option('display.max_colwidth', -1) - logging.debug("weak label statistics:\n%s", df_stats) + logging.debug("weak label statistics: (cell_status: 0 - none, 1 - wlabelled, 2 - single value)\n%s", df_stats) pd.reset_option('display.max_columns') pd.reset_option('display.max_rows') pd.reset_option('display.max_colwidth') diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index bdd7dd1a0..99d7abd44 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -7,11 +7,10 @@ db_name='holo', domain_thresh_1=0.0, domain_thresh_2=0.0, - weak_label_thresh=0.90, + weak_label_thresh=0.99, max_domain=10000, cor_strength=0.6, nb_cor_strength=0.8, - epochs=10, weight_decay=0.01, learning_rate=0.001, threads=1, diff --git a/holoclean.py b/holoclean.py index d694a5000..f069f250e 100644 --- a/holoclean.py +++ b/holoclean.py @@ -63,6 +63,12 @@ 'default': 45, 'type': int, 'help': 'The seed to be used for torch.'}), + (('-ls', '--layer_sizes'), + {'metavar': 'LAYER_SIZES', + 'dest': 'layer_sizes', + 'default': [1], + 'type': list, + 'help': 'List of layer sizes of the final FC layers. Last layer must have output size of 1. For example for a hidden layer of size 200 one can specify [200,1].'}), (('-l', '--learning-rate'), {'metavar': 'LEARNING_RATE', 'dest': 'learning_rate', diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 8fe5f28bf..6269bd58c 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -1,4 +1,6 @@ import logging +import os +import pandas as pd import sys import torch @@ -31,11 +33,23 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + logging.debug('%s: training with %d epochs and %d batch size', + self.name, + epochs, + batch_size) + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) - self.embedding_model.train(epochs, batch_size) - logging.debug('%s: done training TupleEmbedding model.') + dump_prefix = self.addn_kwargs.get('dump_prefix', None) + if dump_prefix is None \ + or not self.embedding_model.load_model(dump_prefix): + self.embedding_model.train(epochs, batch_size) + + if dump_prefix is not None: + self.embedding_model.dump_model(dump_prefix) + + logging.debug('%s: done training TupleEmbedding model.', self.name) else: logging.debug('%s: retrieving embedding vectors learned from TupleEmbedding estimator', self.name) @@ -46,30 +60,32 @@ def create_tensor(self): For a batch of vids, returns a batch of learned embeddings for each of its domain values. - That is returns a (batch, max domain, 2 * embed_size) tensor where + That is returns a (batch, max domain, 2 * embed_size + 1) tensor where the first embed_size features are the context vectors (same for a given - batch) and the second embed_size features are the "target" vectors (unique - for each domain value). + batch) and the next embed_size features are the "target" vectors (unique + for each domain value), and the last feature is the bias for + the target vector. """ vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size) + # (# of vids, max domain, embed_size + 1) target_vecs = self.embedding_model.get_target_vecs(vids) # (# of vids, max domain, embed_size) - context_vecs = context_vecs.unsqueeze(1).expand(*target_vecs.shape) + context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain # values actually in each VID. - assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() \ + assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() - # (# of vids, max domain, 2 * embed_size) + # (# of vids, max domain, 2 * embed_size + 1) combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) return combined_vecs def feature_names(self): return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] + + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ + + ["Target_bias"] diff --git a/repair/learn/learn.py b/repair/learn/learn.py index d7f3b247b..90c404aeb 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -1,12 +1,9 @@ import logging -import math import torch from torch import optim -from torch.autograd import Variable -from torch.nn import Parameter, ParameterList +from torch.nn import Parameter, ParameterList, ReLU from torch.nn.functional import softmax -from torch.optim.lr_scheduler import ReduceLROnPlateau from tqdm import tqdm import numpy as np @@ -15,104 +12,143 @@ class TiedLinear(torch.nn.Module): """ TiedLinear is a linear layer with shared parameters for features between (output) classes that takes as input a tensor X with dimensions - (batch size) X (output_dim) X (in_features) + (batch size) X (max_domain) X (total # of features) where: - output_dim is the desired output dimension/# of classes - in_features are the features with shared weights across the classes + max_domain is the desired output dimension/# of classes """ - def __init__(self, env, feat_info, output_dim, bias=False): + def __init__(self, env, feat_info, max_domain, layer_sizes, bias=False): + """ + feat_info (list[FeatInfo]): list of FeatInfo namedtuples for each + featurizer + max_domain (int): number of domain values (e.g. max domain) + bias (bool): use bias on the first layer per feature. + layer_sizes (list[int]): Output size of each linear layer. Last layer + should have an output size of 1. E.g. [200, 1]. + """ + assert layer_sizes and layer_sizes[-1] == 1 + super(TiedLinear, self).__init__() self.env = env - # Init parameters - self.in_features = 0.0 - self.weight_list = ParameterList() - if bias: - self.bias_list = ParameterList() - else: - self.register_parameter('bias', None) - self.output_dim = output_dim + self.act = ReLU() + + self.max_domain = max_domain self.bias_flag = bias - # Iterate over featurizer info list - for feat_entry in feat_info: - learnable = feat_entry.learnable - feat_size = feat_entry.size - init_weight = feat_entry.init_weight - self.in_features += feat_size - feat_weight = Parameter(init_weight*torch.ones(1, feat_size), requires_grad=learnable) - if learnable: - self.reset_parameters(feat_weight) - self.weight_list.append(feat_weight) - if bias: - feat_bias = Parameter(torch.zeros(1, feat_size), requires_grad=learnable) - if learnable: - self.reset_parameters(feat_bias) - self.bias_list.append(feat_bias) - - def reset_parameters(self, tensor): - stdv = 1. / math.sqrt(tensor.size(0)) - tensor.data.uniform_(-stdv, stdv) - - def concat_weights(self): - self.W = torch.cat([t for t in self.weight_list],-1) - # Normalize weights. - if self.env['weight_norm']: - self.W = self.W.div(self.W.norm(p=2)) - # expand so we can do matrix multiplication with each cell and their max # of domain values - self.W = self.W.expand(self.output_dim, -1) + + # Create first layer: this layer is special since some weights + # cannot be learned. + self.first_layer_weights = ParameterList() + for feat in feat_info: + weight = Parameter(feat.init_weight*torch.ones(feat.size, + layer_sizes[0]), + requires_grad=feat.learnable) + if feat.learnable: + torch.nn.init.xavier_uniform_(weight) + self.first_layer_weights.append(weight) + if self.bias_flag: - self.B = torch.cat([t.expand(self.output_dim, -1) for t in self.bias_list],-1) + self.first_layer_bias = Parameter(torch.zeros(1, sum(f.size for f in feat_info))) + torch.nn.init.xavier_uniform_(self.first_layer_bias) + + # Create subsequent layers. + self.other_weights = ParameterList() + self.other_biases = ParameterList() + for in_dim, out_dim in zip(layer_sizes[:-1], layer_sizes[1:]): + weight = Parameter(torch.zeros(in_dim, out_dim)) + # (max_domain, out_dim) + bias = Parameter(torch.zeros(1, out_dim)) + + # Randomly initialize weights. + torch.nn.init.xavier_uniform_(weight) + torch.nn.init.xavier_uniform_(bias) + + self.other_weights.append(weight) + self.other_biases.append(bias) + + logging.debug("training model with first layer size: %s", + list(map(str, [w.shape for w in self.first_layer_weights]))) + if len(self.other_weights): + logging.debug("training model with additional hidden layers of size: %s", + list(map(str, [w.shape for w in self.other_weights]))) def forward(self, X, index, mask): - # Concatenates different featurizer weights - need to call during every pass. - self.concat_weights() - output = X.mul(self.W) + """ + Performs one forward pass and outputs the logits of size + (batch, max_domain) + + X: (batch, # of classes, total # of features) + index: (batch) + mask: (batch, # of classes) + """ + # Multiply through the first layer. + # (batch, # of classes, layers_size[0]) + output = X.matmul(torch.cat([t for t in self.first_layer_weights], + dim=0)) if self.bias_flag: - output += self.B - output = output.sum(2) + output.add_(self.first_layer_bias.expand(self.max_domain, -1)) + + for idx, (weight, bias) in enumerate(zip(self.other_weights, + self.other_biases)): + # Apply activation on all but last layer. + output = self.act(output) + # (batch, # of classes, in_dim) --> (batch, # of classes, out_dim) + output = output.matmul(weight) + bias.expand(self.max_domain, -1) + # output should now be (batch, # of classes, 1) + + # (batch, # of classes) + output = output.squeeze(-1) + # Add our mask so that invalid domain classes for a given variable/VID # has a large negative value, resulting in a softmax probability # of de facto 0. + # (batch, # of classes) output.index_add_(0, index, mask) return output class RepairModel: - def __init__(self, env, feat_info, output_dim, bias=False): + def __init__(self, env, feat_info, max_domain, bias=False, layer_sizes=[1]): + """ + feat_info (list[FeatInfo]): featurizer information + max_domain (int): maximum domain size i.e. output dimension + """ self.env = env - # A list of tuples (name, is_featurizer_learnable, featurizer_output_size, init_weight, feature_names (list)) self.feat_info = feat_info - self.output_dim = output_dim - self.model = TiedLinear(self.env, feat_info, output_dim, bias) + self.max_domain = max_domain + self.model = TiedLinear(self.env, feat_info, max_domain, + bias=bias, layer_sizes=layer_sizes) self.featurizer_weights = {} def fit_model(self, X_train, Y_train, mask_train): - n_examples, n_classes, n_features = X_train.shape - + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ loss = torch.nn.CrossEntropyLoss() - trainable_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) + trainable_parameters = filter(lambda p: p.requires_grad, + self.model.parameters()) if self.env['optimizer'] == 'sgd': - optimizer = optim.SGD(trainable_parameters, lr=self.env['learning_rate'], momentum=self.env['momentum'], + optimizer = optim.SGD(trainable_parameters, + lr=self.env['learning_rate'], + momentum=self.env['momentum'], weight_decay=self.env['weight_decay']) else: - optimizer = optim.Adam(trainable_parameters, lr=self.env['learning_rate'], weight_decay=self.env['weight_decay']) - - # lr_sched = ReduceLROnPlateau(optimizer, 'min', verbose=True, eps=1e-5, patience=5) + optimizer = optim.Adam(trainable_parameters, + lr=self.env['learning_rate'], + weight_decay=self.env['weight_decay']) batch_size = self.env['batch_size'] epochs = self.env['epochs'] - for i in tqdm(range(epochs)): + for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. - num_batches = n_examples // batch_size + num_batches = X_train.shape[0] // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size - cost += self.__train__(loss, optimizer, X_train[start:end], Y_train[start:end], mask_train[start:end]) - - # Y_pred = self.__predict__(X_train, mask_train) - # train_loss = loss.forward(Y_pred, Variable(Y_train, requires_grad=False).squeeze(1)) - # logging.debug('overall training loss: %f', train_loss) - # lr_sched.step(train_loss) + cost += self.__train__(loss, optimizer, X_train[start:end], + Y_train[start:end], + mask_train[start:end]) if self.env['verbose']: # Compute and print accuracy at the end of epoch @@ -120,9 +156,8 @@ def fit_model(self, X_train, Y_train, mask_train): Y_pred = self.__predict__(X_train, mask_train) Y_assign = Y_pred.data.numpy().argmax(axis=1) logging.debug("Epoch %d, cost = %f, acc = %.2f%%", - i + 1, cost / num_batches, - 100. * np.mean(Y_assign == grdt)) - + epoch_idx, cost / num_batches, + 100. * np.mean(Y_assign == grdt)) def infer_values(self, X_pred, mask_pred): logging.info('inferring on %d examples (cells)', X_pred.shape[0]) @@ -130,45 +165,55 @@ def infer_values(self, X_pred, mask_pred): return output def __train__(self, loss, optimizer, X_train, Y_train, mask_train): - X_var = Variable(X_train, requires_grad=False) - Y_var = Variable(Y_train, requires_grad=False) - mask_var = Variable(mask_train, requires_grad=False) - - index = torch.LongTensor(range(X_var.size()[0])) - index_var = Variable(index, requires_grad=False) + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ + index = torch.LongTensor(range(X_train.size()[0])) - optimizer.zero_grad() # Fully-connected layer with shared parameters between output classes # for linear combination of input features. # Mask makes invalid output classes have a large negative value so # to zero out softmax probability. - fx = self.model.forward(X_var, index_var, mask_var) - # loss is CrossEntropyLoss: combines log softmax + Negative log likelihood loss. + fx = self.model.forward(X_train, index, mask_train) + # loss is CrossEntropyLoss: combines log softmax + Negative log + # likelihood loss. # Y_Var is just a single 1D tensor with value (0 - 'class' - 1) i.e. # index of the correct class ('class' = max domain) - # fx is a tensor of length 'class' the linear activation going in the softmax. - output = loss.forward(fx, Y_var.squeeze(1)) + # fx is a tensor of length 'class' the linear activation going in the + # softmax. + output = loss.forward(fx, Y_train.squeeze(1)) + + optimizer.zero_grad() output.backward() optimizer.step() + cost = output.item() return cost def __predict__(self, X_pred, mask_pred): - X_var = Variable(X_pred, requires_grad=False) - index = torch.LongTensor(range(X_var.size()[0])) - index_var = Variable(index, requires_grad=False) - mask_var = Variable(mask_pred, requires_grad=False) - fx = self.model.forward(X_var, index_var, mask_var) + """ + X_pred: (batch, # of classes (domain size), total # of features) + Y_pred: (batch, 1) + """ + index = torch.LongTensor(range(X_pred.size()[0])) + fx = self.model.forward(X_pred, index, mask_pred) output = softmax(fx, 1) return output def get_featurizer_weights(self, feat_info): report = "" for i, f in enumerate(feat_info): - this_weight = self.model.weight_list[i].data.numpy()[0] - weight_str = "\n".join("{name} {weight}".format(name=name, weight=weight) + # TODO: fix this since we now have 200 weights (second layer size) + # per feature + this_weight = self.model.first_layer_weights[i].data\ + .numpy().mean(axis=1) + weight_str = "\n".join("{name} {weight}".format(name=name, + weight=weight) for name, weight in - zip(f.feature_names, map(str, np.around(this_weight, 3)))) + zip(f.feature_names, + map(str, np.around(this_weight, 3)))) feat_name = f.name feat_size = f.size max_w = max(this_weight) diff --git a/repair/repair.py b/repair/repair.py index cea79a076..49ff18fe0 100644 --- a/repair/repair.py +++ b/repair/repair.py @@ -25,7 +25,9 @@ def setup_repair_model(self): tic = time.clock() feat_info = self.feat_dataset.featurizer_info output_dim = self.feat_dataset.classes - self.repair_model = RepairModel(self.env, feat_info, output_dim, bias=self.env['bias']) + self.repair_model = RepairModel(self.env, feat_info, output_dim, + bias=self.env['bias'], + layer_sizes=self.env['layer_sizes']) toc = time.clock() status = "DONE setting up repair model." setup_time = toc - tic From d5b4065baa8bd4879b3e5253df51b9ea1eca04c3 Mon Sep 17 00:00:00 2001 From: stoke Date: Wed, 3 Apr 2019 01:30:57 -0400 Subject: [PATCH 10/48] Quantization and handling of numerical/mixed data. --- dataset/__init__.py | 4 +- dataset/dataset.py | 57 ++++- dataset/quantization.py | 45 ++++ dataset/table.py | 13 +- detect/detector.py | 2 +- detect/nulldetector.py | 1 + detect/violationdetector.py | 41 ++- domain/domain.py | 34 ++- domain/estimators/naive_bayes.py | 3 +- domain/estimators/tuple_embedding.py | 1 + evaluate/eval.py | 335 +++++++++++++++++-------- holoclean.py | 35 ++- repair/featurize/constraintfeat.py | 69 ++--- repair/featurize/featurized_dataset.py | 6 +- repair/featurize/occurattrfeat.py | 7 +- 15 files changed, 471 insertions(+), 182 deletions(-) create mode 100644 dataset/quantization.py diff --git a/dataset/__init__.py b/dataset/__init__.py index 28ba174da..8f5b72bc3 100644 --- a/dataset/__init__.py +++ b/dataset/__init__.py @@ -1,5 +1,7 @@ from .dataset import Dataset from .dataset import AuxTables from .dataset import CellStatus +from .dataset import Source +from .dataset import Table -__all__ = ['Dataset', 'AuxTables', 'CellStatus'] +__all__ = ['Dataset', 'AuxTables', 'CellStatus', 'Table', 'Source'] diff --git a/dataset/dataset.py b/dataset/dataset.py index bea3ed735..1932e2bab 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -67,8 +67,16 @@ def __init__(self, name, env): # tuple context self._embedding_model = None + # Numerical attribute list, all strings + self.numerical_attrs = None + self.categorical_attrs = None + + self.quantized_data = None + self.do_quantization = False + # TODO(richardwu): load more than just CSV files - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): + def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, + exclude_attr_cols=None, numerical_attrs=None): """ load_data takes a CSV file of the initial data, adds tuple IDs (_tid_) to each row to uniquely identify an 'entity', and generates unique @@ -86,16 +94,23 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): :param src_col: (str) if not None, for fusion tasks specifies the column containing the source for each "mention" of an entity. + :param exclude_attr_cols: + :param numerical_attrs: """ tic = time.clock() try: # Do not include TID and source column as trainable attributes - exclude_attr_cols = ['_tid_'] + if exclude_attr_cols is None: + exclude_attr_cols = ['_tid_'] + else: + exclude_attr_cols.append('_tid_') if src_col is not None: exclude_attr_cols.append(src_col) # Load raw CSV file/data into a Postgres table 'name' (param). - self.raw_data = Table(name, Source.FILE, na_values=na_values, exclude_attr_cols=exclude_attr_cols, fpath=fpath) + self.raw_data = Table(name, Source.FILE, na_values=na_values, + exclude_attr_cols=exclude_attr_cols, fpath=fpath, + numerical_attrs=numerical_attrs) df = self.raw_data.df # Add _tid_ column to dataset that uniquely identifies an entity. @@ -108,13 +123,30 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): # use entity IDs as _tid_'s directly df.rename({entity_col: '_tid_'}, axis='columns', inplace=True) + self.numerical_attrs = numerical_attrs or [] + all_attrs = self.raw_data.get_attributes() + self.categorical_attrs = [attr for attr in all_attrs if attr not in self.numerical_attrs] + + # Now df is all in str type, make a copy of df and then + # 1. replace the null values in categorical data + # 2. make the numerical attrs as float + # 3. store the correct type into db (categorical->str, numerical->float) + df_correct_type = df.copy() + for attr in self.categorical_attrs: + df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR + for attr in self.numerical_attrs: + df_correct_type[attr] = df_correct_type[attr].astype(float) + + df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, + index_label=None) + + # for df, which is all str # Use NULL_REPR to represent NULL values df.fillna(NULL_REPR, inplace=True) - - logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) + logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], + self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) # Call to store to database - self.raw_data.store_to_db(self.engine.engine) status = 'DONE Loading {fname}'.format(fname=os.path.basename(fpath)) # Generate indexes on attribute columns for faster queries @@ -186,6 +218,15 @@ def get_raw_data(self): raise Exception('ERROR No dataset loaded') return self.raw_data.df + def get_quantized_data(self): + """ + get_quantized_data returns a pandas.DataFrame containing the data after quantization + :return: the data after quantization in pandas.DataFrame + """ + if self.quantized_data is None: + raise Exception('ERROR No dataset quantized') + return self.quantized_data.df + def get_attributes(self): """ get_attributes return the trainable/learnable attributes (i.e. exclude meta @@ -279,7 +320,7 @@ def get_stats_single(self, attr): """ # need to decode values into unicode strings since we do lookups via # unicode strings from Postgres - data_df = self.get_raw_data() + data_df = self.get_quantized_data() if self.do_quantization else self.get_raw_data() return data_df[[attr]].loc[data_df[attr] != NULL_REPR].groupby([attr]).size().to_dict() def get_stats_pair(self, first_attr, second_attr): @@ -290,7 +331,7 @@ def get_stats_pair(self, first_attr, second_attr): : frequency (# of entities) where first_attr= AND second_attr= Filters out NULL values so no entries in the dictionary would have NULLs. """ - data_df = self.get_raw_data() + data_df = self.get_quantized_data() if self.do_quantization else self.get_raw_data() tmp_df = data_df[[first_attr, second_attr]]\ .loc[(data_df[first_attr] != NULL_REPR) & (data_df[second_attr] != NULL_REPR)]\ .groupby([first_attr, second_attr])\ diff --git a/dataset/quantization.py b/dataset/quantization.py new file mode 100644 index 000000000..01c4fb746 --- /dev/null +++ b/dataset/quantization.py @@ -0,0 +1,45 @@ +import time + +from sklearn.cluster import KMeans +from utils import NULL_REPR + + +# TODO(stoke):currently do only 1D data, +# will quantize N-dimensional data +def quantize_km(df_raw, bin_number_dict, numerical_attrs): + """ + Kmeans clustering using sklearn + https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html + Currently do 1D clustering + :param df_raw: pandas.dataframe + :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, + the numerical attrs not in this dict will not do quantization + :param numerical_attrs: str list, containing all numerical attrs in df_raw + :return: pandas.dataframe after quantization + """ + tic = time.time() + df_quantized = df_raw.copy() + + for col in numerical_attrs: + if col not in bin_number_dict: + continue + df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].astype(float) + df_col = df_col.reset_index(drop=True) + + bin_number = bin_number_dict[col] + n_clusters = min(bin_number, df_col[col].nunique()) + + km = KMeans(n_clusters=n_clusters) + km.fit(df_col) + + label_pred = km.labels_ + centroids = km.cluster_centers_ + + def quantize_row(row): + # row.name can get index, but index is larger than the length + return str(centroids[label_pred[row.name], 0]) + df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values + + status = "DONE with quantization" + toc = time.time() + return status, toc - tic, df_quantized diff --git a/dataset/table.py b/dataset/table.py index 6ecab6613..4fca8b782 100644 --- a/dataset/table.py +++ b/dataset/table.py @@ -16,7 +16,8 @@ class Table: A wrapper class for Dataset Tables. """ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], - fpath=None, df=None, schema_name=None, table_query=None, db_engine=None): + fpath=None, df=None, schema_name=None, table_query=None, db_engine=None, + numerical_attrs=None): """ :param name: (str) name to assign to dataset. :param na_values: (str or list[str]) values to interpret as NULL. @@ -46,16 +47,20 @@ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], if fpath is None: raise Exception("ERROR while loading table. File path for CSV file name expected. Please provide param.") # TODO(richardwu): use COPY FROM instead of loading this into memory - # TODO(richardwu): No support for numerical values. To be added. self.df = pd.read_csv(fpath, dtype=str, na_values=na_values, encoding='utf-8') + + # handle numerical values + numerical_attrs = numerical_attrs or [] # Normalize the dataframe: drop null columns, convert to lowercase strings, and strip whitespaces. for attr in self.df.columns.values: if self.df[attr].isnull().all(): logging.warning("Dropping the following null column from the dataset: '%s'", attr) self.df.drop(labels=[attr], axis=1, inplace=True) continue - if attr not in exclude_attr_cols: - self.df[attr] = self.df[attr].str.strip().str.lower() + if attr in exclude_attr_cols: + continue + + self.df[attr] = self.df[attr].str.strip().str.lower() elif src == Source.DF: if df is None: raise Exception("ERROR while loading table. Dataframe expected. Please provide param.") diff --git a/detect/detector.py b/detect/detector.py index 0969fd9ec..27f1cfbcb 100644 --- a/detect/detector.py +++ b/detect/detector.py @@ -30,4 +30,4 @@ def detect_noisy_cells(self): :return dataframe for the dk_cell """ - raise NotImplementedError \ No newline at end of file + raise NotImplementedError diff --git a/detect/nulldetector.py b/detect/nulldetector.py index eba50a2d3..342f83c03 100644 --- a/detect/nulldetector.py +++ b/detect/nulldetector.py @@ -31,6 +31,7 @@ def detect_noisy_cells(self): tmp_df = self.df[self.df[attr] == NULL_REPR]['_tid_'].to_frame() tmp_df.insert(1, "attribute", attr) errors.append(tmp_df) + errors_df = pd.concat(errors, ignore_index=True) return errors_df diff --git a/detect/violationdetector.py b/detect/violationdetector.py index 617eb9356..684caaea8 100644 --- a/detect/violationdetector.py +++ b/detect/violationdetector.py @@ -5,7 +5,8 @@ from .detector import Detector unary_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond') -multi_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond1 $c EXISTS (SELECT t2._tid_ FROM "$table" as t2 WHERE $cond2)') +multi_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond1 $c EXISTS (' + 'SELECT t2._tid_ FROM "$table" as t2 WHERE $cond2 AND $cond3)') class ViolationDetector(Detector): @@ -45,12 +46,17 @@ def detect_noisy_cells(self): errors = [] for i in range(len(attrs)): res = results[i] + if not res: + continue attr_list = attrs[i] tmp_df = self.gen_tid_attr_output(res, attr_list) errors.append(tmp_df) - errors_df = pd.concat(errors, ignore_index=True) - if errors_df.shape[0]: - errors_df = errors_df.drop_duplicates().reset_index(drop=True) + + errors_df = None + if errors: + errors_df = pd.concat(errors, ignore_index=True) + if errors_df.shape[0]: + errors_df = errors_df.drop_duplicates().reset_index(drop=True) return errors_df def to_sql(self, tbl, c): @@ -82,15 +88,25 @@ def gen_mult_query(self, tbl, c): raise Exception("ERROR in violation detector. Cannot ground mult-tuple template.") cond1 = " AND ".join(cond1_preds) cond2 = " AND ".join(cond2_preds) - a = ','.join(c.components) - a = [] - for b in c.components: - a.append("'"+b+"'") - a = ','.join(a) + + """ + if a = '_nan_' then it should not violate the DC: A->B + """ + categorical_attrs = [comp for comp in c.components if comp in self.ds.categorical_attrs] + cond3_preds = [] + for t_name in c.tuple_names: + for attr in categorical_attrs: + cond3_preds.append('{alias}."{attr}"!=\'_nan_\''.format(alias=t_name, attr=attr)) + cond3 = "TRUE" + if cond3_preds: + cond3 = " AND ".join(cond3_preds) + if cond1 != '': - query = multi_template.substitute(table=tbl, cond1=cond1, c='AND', cond2=cond2) + query = multi_template.substitute(table=tbl, cond1=cond1, c='AND', + cond2=cond2, cond3=cond3) else: - query = multi_template.substitute(table=tbl, cond1=cond1, c='', cond2=cond2) + query = multi_template.substitute(table=tbl, cond1=cond1, c='', + cond2=cond2, cond3=cond3) return query def gen_tid_attr_output(self, res, attr_list): @@ -99,5 +115,6 @@ def gen_tid_attr_output(self, res, attr_list): tid = int(tuple[0]) for attr in attr_list: errors.append({'_tid_': tid, 'attribute': attr}) - error_df = pd.DataFrame(data=errors) + + error_df = pd.DataFrame(data=errors) return error_df diff --git a/domain/domain.py b/domain/domain.py index 5bfea2fb6..0cfa6fc97 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -46,6 +46,7 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() + self.do_quantization = False self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() @@ -62,9 +63,11 @@ def compute_correlations(self): discrete categories). """ logging.debug("Computing correlations...") - self.correlations = compute_norm_cond_entropy_corr(self.ds.get_raw_data(), - self.ds.get_attributes(), - self.ds.get_attributes()) + data_df = self.ds.get_quantized_data() if self.do_quantization \ + else self.ds.get_raw_data() + self.correlations = compute_norm_cond_entropy_corr(data_df, + self.ds.get_attributes(), + self.ds.get_attributes()) def store_domains(self, domain): """ @@ -171,18 +174,17 @@ def generate_domain(self): "Call to setup active attributes. Error detection should be performed before setup.") logging.debug('generating initial set of un-pruned domain values...') - records = self.ds.get_raw_data().to_records() - self.all_attrs = list(records.dtype.names) - vid = 0 - domain_df = None - tic = time.clock() # Iterate over dataset rows. cells = [] vid = 0 - records = self.ds.get_raw_data().to_records() + raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() + records = raw_df.to_records() self.all_attrs = list(records.dtype.names) + # TODO(stoke): generate the label indicating whether it is clean + # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() + for row in tqdm(list(records)): tid = row['_tid_'] for attr in self.ds.get_active_attributes(): @@ -231,17 +233,20 @@ def generate_domain(self): # not be modified by the estimator. cell_status = CellStatus.SINGLE_VALUE.value + dom_vals = "|||".join(dom) cells.append({"_tid_": tid, "attribute": attr, "_cid_": cid, "_vid_": vid, - "domain": "|||".join(dom), + "domain": dom_vals, "domain_size": len(dom), "init_value": init_value, "init_index": init_value_idx, "weak_label": init_value, "weak_label_idx": init_value_idx, - "fixed": cell_status}) + "fixed": cell_status, + # TODO: "is_dk": (tid, attr) in dk_dict, + }) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) @@ -448,6 +453,8 @@ def _run_estimator(self): if row['fixed'] == CellStatus.SINGLE_VALUE.value: updated_domain_df.append(row) continue + # TODO(stoke): for clean cells, weak labels should always be their init values. + # Do not re-label clean cells. # prune domain if any of the values are above our domain_thresh_2 preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds @@ -456,8 +463,9 @@ def _run_estimator(self): domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] # ensure the initial value is included even if its probability is low. - if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: - domain_values.append(row['init_value']) + init_val = row['init_value'] + if init_val not in domain_values and init_val != NULL_REPR: + domain_values.append(init_val) domain_values = sorted(domain_values) # update our memoized domain values for this row again row['domain'] = '|||'.join(domain_values) diff --git a/domain/estimators/naive_bayes.py b/domain/estimators/naive_bayes.py index 99f8c502d..6b9b3faf7 100644 --- a/domain/estimators/naive_bayes.py +++ b/domain/estimators/naive_bayes.py @@ -25,7 +25,8 @@ def __init__(self, env, dataset, domain_df, correlations): # TID to raw data tuple for prediction. self._raw_records_by_tid = {} - for row in self.ds.get_raw_data().to_records(): + raw_df = self.ds.get_quantized_data() if self.ds.do_quantization else self.ds.get_raw_data() + for row in raw_df.to_records(): self._raw_records_by_tid[row['_tid_']] = row def train(self, num_epochs=None, batch_size=None): diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 7f53fb09b..42e0c12fe 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -533,6 +533,7 @@ class TupleEmbedding(Estimator, torch.nn.Module): WEIGHT_DECAY = 0. INIT_BIAS = 0. + # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, numerical_attrs=None, memoize=False, diff --git a/evaluate/eval.py b/evaluate/eval.py index c159d71b8..57f7d804f 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -10,10 +10,13 @@ from dataset.table import Table, Source from utils import NULL_REPR -EvalReport = namedtuple('EvalReport', ['precision', 'recall', 'repair_recall', - 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', - 'total_repairs', - 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect']) +report_name_list = ['precision', 'recall', 'repair_recall', + 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', 'total_repairs', + 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect', + 'rms'] + +EvalReport = namedtuple('EvalReport', report_name_list) +EvalReport.__new__.__defaults__ = (0,) * len(report_name_list) errors_template = Template('SELECT count(*) ' \ 'FROM "$init_table" as t1, "$grdt_table" as t2 ' \ @@ -42,6 +45,16 @@ ' AND errors._value_ = repairs.rv_value') +""" +Calculates RMS error for the given attribute. +""" +rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' + '"$grdt_table" as grdt, $inf_dom as repairs ' + 'WHERE grdt._tid_ = repairs._tid_ ' + ' AND grdt._attribute_ = repairs.attribute' + ' AND grdt._attribute_ IN $attrs_list') + + class EvalEngine: def __init__(self, env, dataset): self.env = env @@ -63,8 +76,14 @@ def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): inplace=True) raw_data = raw_data[['_tid_', '_attribute_', '_value_']] raw_data['_tid_'] = raw_data['_tid_'].astype(int) + # Normalize string to whitespaces. - raw_data['_value_'] = raw_data['_value_'].str.strip().str.lower() + categorical_attrs = self.ds.categorical_attrs + if categorical_attrs: + cat_cells = raw_data['_attribute_'].isin(categorical_attrs) + raw_data.loc[cat_cells, '_value_'] = \ + raw_data.loc[cat_cells, '_value_'].astype(str).str.strip().str.lower() + self.clean_data = Table(name, Source.DF, df=raw_data) self.clean_data.store_to_db(self.ds.engine.engine) self.clean_data.create_db_index(self.ds.engine, ['_tid_']) @@ -77,63 +96,110 @@ def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): load_time = toc - tic return status, load_time - def evaluate_repairs(self): - self.compute_total_repairs() - self.compute_total_repairs_grdt() - self.compute_total_errors() - self.compute_detected_errors() - self.compute_correct_repairs() - prec = self.compute_precision() - rec = self.compute_recall() - rep_recall = self.compute_repairing_recall() - f1 = self.compute_f1() - rep_f1 = self.compute_repairing_f1() - - if self.env['verbose']: - self.log_weak_label_stats() - - return prec, rec, rep_recall, f1, rep_f1 - - def eval_report(self): + def eval_report(self, attr=None): """ Returns an EvalReport named tuple containing the experiment results. + :param attr: if attr is not None, compute results for attr: + if attr is numerical, then only report rms + if attr is categorical, then report precision, recall etc. + if attr is None, compute results for all attrs """ tic = time.clock() - try: - prec, rec, rep_recall, f1, rep_f1 = self.evaluate_repairs() - report = "Precision = %.2f, Recall = %.2f, Repairing Recall = %.2f, F1 = %.2f, Repairing F1 = %.2f, Detected Errors = %d, Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, Total Repairs on correct cells (Grdth present) = %d, Total Repairs on incorrect cells (Grdth present) = %d" % ( - prec, rec, rep_recall, f1, rep_f1, - self.detected_errors, self.total_errors, self.correct_repairs, - self.total_repairs, self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect) - eval_report = EvalReport(prec, rec, rep_recall, f1, rep_f1, self.detected_errors, self.total_errors, - self.correct_repairs, self.total_repairs, self.total_repairs_grdt, - self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect) - except Exception as e: - logging.error("ERROR generating evaluation report %s" % e) - raise + eval_report_dict = {} + # attr is not None and is numerical + # or attr is None(query on all attrs) and no categorical + if attr is None or attr in self.ds.numerical_attrs: + eval_report_dict['rms'] = self.compute_rms(attr) + + if attr is None or attr in self.ds.categorical_attrs: + # if attr in self.ds.categorical_attrs or attr is None + # attr is not None and is categorical + # attr is None and should query on all + correct_repairs = self.compute_correct_repairs(attr) + total_repairs = self.compute_total_repairs(attr) + detected_errors = self.compute_detected_errors(attr) + total_errors = self.compute_total_errors(attr) + total_repairs_grdt_correct, total_repairs_grdt_incorrect, \ + total_repairs_grdt = self.compute_total_repairs_grdt(attr) + + eval_report_dict['detected_errors'] = detected_errors + eval_report_dict['total_errors'] = total_errors + eval_report_dict['correct_repairs'] = correct_repairs + eval_report_dict['total_repairs'] = total_repairs + eval_report_dict['total_repairs_grdt'] = total_repairs_grdt + eval_report_dict['total_repairs_grdt_correct'] = total_repairs_grdt_correct + eval_report_dict['total_repairs_grdt_incorrect'] = total_repairs_grdt_incorrect + + eval_report_dict['precision'] = self.compute_precision(correct_repairs, total_repairs_grdt) + eval_report_dict['recall'] = self.compute_recall(correct_repairs, total_errors) + eval_report_dict['repair_recall'] = self.compute_repairing_recall(correct_repairs, detected_errors) + eval_report_dict['f1'] = self.compute_f1(correct_repairs, total_errors, total_repairs_grdt) + eval_report_dict['repair_f1'] = self.compute_repairing_f1(correct_repairs, detected_errors, + total_repairs_grdt) + + report = EvalReport(**eval_report_dict) + report_str = "Precision = %.2f, Recall = %.2f, Repairing Recall = %.2f, " \ + "F1 = %.2f, Repairing F1 = %.2f, Detected Errors = %d, " \ + "Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, " \ + "Total Repairs on correct cells (Grdth present) = %d, " \ + "Total Repairs on incorrect cells (Grdth present) = %d, " \ + "RMS = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, + report.detected_errors, report.total_errors, report.correct_repairs, + report.total_repairs, + report.total_repairs_grdt_correct, report.total_repairs_grdt_incorrect, + report.rms) + + if attr: + report_str = "# Attribute:{};{}".format(attr, report_str) toc = time.clock() report_time = toc - tic - return report, report_time, eval_report + return report_str, report_time, report + + """ + All these compute_xxx methods are aimed at categorical attributes + All numerical attrs should not be involved in computing precision, recall, etc. + """ + def get_categorical_clause(self, attr): + """ + Get where condition on which attr should be queried + :param attr: if attr is None, generate condition on all categorical attrs + :return: str type attr_clause showing: 'AND t1.attribute = attr' to only do query on target attr + if attr is None, then 'AND (t1.attribute = attr1 OR t1.attribute = attr2 ...) for all categorical attrs + """ + query_attrs = [attr] if attr else self.ds.categorical_attrs + query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] + categorical_where = 't1.attribute IN (%s)' % ','.join(query_attrs_str) - def compute_total_repairs(self): + return categorical_where + + def compute_total_repairs(self, attr=None): """ compute_total_repairs memoizes the number of repairs: the # of cells that were inferred and where the inferred value is not equal to the initial value. + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ " FROM {} as t1, {} as t2 " \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1.attribute = t2.attribute " \ - " AND t1.init_value != t2.rv_value) AS t".format(AuxTables.cell_domain.name, - AuxTables.inf_values_dom.name) + " AND t1.init_value != t2.rv_value " \ + " AND {}) AS t".format(AuxTables.cell_domain.name, + AuxTables.inf_values_dom.name, + attr_clause) res = self.ds.engine.execute_query(query) - self.total_repairs = float(res[0][0]) + return res[0][0] - def compute_total_repairs_grdt(self): + def compute_total_repairs_grdt(self, attr=None): """ compute_total_repairs_grdt memoizes the number of repairs for cells that are specified in the clean/ground truth data. Otherwise repairs @@ -141,134 +207,207 @@ def compute_total_repairs_grdt(self): We also distinguish between repairs on correct cells and repairs on incorrect cells (correct cells are cells where init == ground truth). + :param attr: if attr is not None, it must be categorical """ + + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" + query = """ - SELECT - (t1.init_value = t3._value_) AS is_correct, - count(*) - FROM {} as t1, {} as t2, {} as t3 - WHERE t1._tid_ = t2._tid_ - AND t1.attribute = t2.attribute - AND t1.init_value != t2.rv_value - AND t1._tid_ = t3._tid_ - AND t1.attribute = t3._attribute_ - GROUP BY is_correct - """.format(AuxTables.cell_domain.name, - AuxTables.inf_values_dom.name, - self.clean_data.name) + SELECT + (t1.init_value = t3._value_) AS is_correct, + count(*) + FROM {} as t1, {} as t2, {} as t3 + WHERE t1._tid_ = t2._tid_ + AND t1.attribute = t2.attribute + AND t1.init_value != t2.rv_value + AND t1._tid_ = t3._tid_ + AND t1.attribute = t3._attribute_ + AND {} + GROUP BY is_correct + """.format(AuxTables.cell_domain.name, + AuxTables.inf_values_dom.name, + self.clean_data.name, + attr_clause) + res = self.ds.engine.execute_query(query) # Memoize the number of repairs on correct cells and incorrect cells. # Since we do a GROUP BY we need to check which row of the result # corresponds to the correct/incorrect counts. - self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect = 0, 0 - self.total_repairs_grdt = 0 + total_repairs_grdt_correct, total_repairs_grdt_incorrect = 0, 0 if not res: - return + return 0, 0, 0 if res[0][0]: correct_idx, incorrect_idx = 0, 1 else: correct_idx, incorrect_idx = 1, 0 if correct_idx < len(res): - self.total_repairs_grdt_correct = float(res[correct_idx][1]) + total_repairs_grdt_correct = float(res[correct_idx][1]) if incorrect_idx < len(res): - self.total_repairs_grdt_incorrect = float(res[incorrect_idx][1]) - self.total_repairs_grdt = self.total_repairs_grdt_correct + self.total_repairs_grdt_incorrect + total_repairs_grdt_incorrect = float(res[incorrect_idx][1]) + total_repairs_grdt = total_repairs_grdt_correct + total_repairs_grdt_incorrect + + return total_repairs_grdt_correct, total_repairs_grdt_incorrect, total_repairs_grdt - def compute_total_errors(self): + def compute_total_errors(self, attr=None): """ compute_total_errors memoizes the number of cells that have a wrong initial value: requires ground truth data. + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + queries = [] total_errors = 0.0 - for attr in self.ds.get_attributes(): + + query_attrs = [attr] if attr else self.ds.categorical_attrs + for attr in query_attrs: query = errors_template.substitute(init_table=self.ds.raw_data.name, grdt_table=self.clean_data.name, attr=attr) queries.append(query) results = self.ds.engine.execute_queries(queries) - for res in results: + + for i in range(len(results)): + res = results[i] total_errors += float(res[0][0]) - self.total_errors = total_errors - def compute_detected_errors(self): + return total_errors + + def compute_detected_errors(self, attr=None): """ compute_detected_errors memoizes the number of error cells that were detected in error detection: requires ground truth. This value is always equal or less than total errors (see compute_total_errors). + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" + query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM %s as t1, %s as t2, %s as t3 " \ - " WHERE t1._tid_ = t2._tid_ AND t1._cid_ = t3._cid_ " \ - " AND t1.attribute = t2._attribute_ " \ - " AND t1.init_value != t2._value_) AS t" \ - % (AuxTables.cell_domain.name, self.clean_data.name, AuxTables.dk_cells.name) + " FROM {} as t1, {} as t2, {} as t3 " \ + " WHERE t1._tid_ = t2._tid_ " \ + " AND t1._cid_ = t3._cid_ " \ + " AND t1.attribute = t2._attribute_ " \ + " AND t1.init_value != t2._value_ " \ + " AND {}) AS t".format(AuxTables.cell_domain.name, + self.clean_data.name, + AuxTables.dk_cells.name, + attr_clause) res = self.ds.engine.execute_query(query) - self.detected_errors = float(res[0][0]) + return float(res[0][0]) - def compute_correct_repairs(self): + def compute_correct_repairs(self, attr=None): """ compute_correct_repairs memoizes the number of error cells that were correctly inferred. This value is always equal or less than total errors (see compute_total_errors). + :param attr： if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + queries = [] correct_repairs = 0.0 - for attr in self.ds.get_attributes(): - query = correct_repairs_template.substitute(init_table=self.ds.raw_data.name, grdt_table=self.clean_data.name, + + query_attrs = [attr] if attr else self.ds.categorical_attrs + for attr in query_attrs: + query = correct_repairs_template.substitute(init_table=self.ds.raw_data.name, + grdt_table=self.clean_data.name, attr=attr, inf_dom=AuxTables.inf_values_dom.name) queries.append(query) results = self.ds.engine.execute_queries(queries) - for res in results: + + for i in range(len(results)): + res = results[i] correct_repairs += float(res[0][0]) - self.correct_repairs = correct_repairs - def compute_recall(self): + return correct_repairs + + def compute_rms(self, attr=None): + """ + Should check all the dk_cells in numerical attributes + compute RMS error for all dk_cells in numerical attributes + :return: + """ + assert attr is None or attr in self.ds.numerical_attrs + if not self.ds.numerical_attrs: + return 0. + + query_attrs = [attr] if attr else self.ds.numerical_attrs + query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] + query_attrs_sql = '(%s)' % ','.join(query_attrs_str) + query = rms_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, + attrs_list=query_attrs_sql) + res = self.ds.engine.execute_query(query) + + return res[0][0] + + @staticmethod + def compute_recall(correct_repairs, total_errors): """ Computes the recall (# of correct repairs / # of total errors). """ - if self.total_errors == 0: + if total_errors == 0: return 0 - return self.correct_repairs / self.total_errors + return correct_repairs / total_errors - def compute_repairing_recall(self): + @staticmethod + def compute_repairing_recall(correct_repairs, detected_errors): """ Computes the _repairing_ recall (# of correct repairs / # of total _detected_ errors). """ - if self.detected_errors == 0: + if detected_errors == 0: return 0 - return self.correct_repairs / self.detected_errors + return correct_repairs / detected_errors - def compute_precision(self): + @staticmethod + def compute_precision(correct_repairs, total_repairs_grdt): """ Computes precision (# correct repairs / # of total repairs w/ ground truth) """ - if self.total_repairs_grdt == 0: - return 0 - return self.correct_repairs / self.total_repairs_grdt - - def compute_f1(self): - prec = self.compute_precision() - rec = self.compute_recall() - if prec+rec == 0: + if total_repairs_grdt == 0: return 0 - f1 = 2*(prec*rec)/(prec+rec) + return correct_repairs / total_repairs_grdt + + @staticmethod + def compute_f1(correct_repairs, total_errors, total_repairs_grdt): + prec = EvalEngine.compute_precision(correct_repairs, total_repairs_grdt) + rec = EvalEngine.compute_recall(correct_repairs, total_errors) + if prec + rec == 0: + f1 = 0 + else: + f1 = 2 * (prec * rec) / (prec + rec) return f1 - def compute_repairing_f1(self): - prec = self.compute_precision() - rec = self.compute_repairing_recall() - if prec+rec == 0: - return 0 - f1 = 2*(prec*rec)/(prec+rec) + @staticmethod + def compute_repairing_f1(correct_repairs, detected_errors, total_repairs_grdt): + prec = EvalEngine.compute_precision(correct_repairs, total_repairs_grdt) + rec = EvalEngine.compute_repairing_recall(correct_repairs, detected_errors) + if prec == 0 and rec == 0: + f1 = 0 + else: + f1 = 2 * (prec * rec) / (prec + rec) + return f1 def log_weak_label_stats(self): diff --git a/holoclean.py b/holoclean.py index f069f250e..0b4197f7a 100644 --- a/holoclean.py +++ b/holoclean.py @@ -5,12 +5,14 @@ import torch import numpy as np -from dataset import Dataset +from dataset import Dataset, Table, Source from dcparser import Parser from domain import DomainEngine from detect import DetectEngine from repair import RepairEngine from evaluate import EvalEngine +from dataset.quantization import quantize_km +from utils import NULL_REPR logging.basicConfig(format="%(asctime)s - [%(levelname)5s] - %(message)s", datefmt='%H:%M:%S') root_logger = logging.getLogger() @@ -291,7 +293,8 @@ def __init__(self, env, name="session"): self.repair_engine = RepairEngine(env, self.ds) self.eval_engine = EvalEngine(env, self.ds) - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): + def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, + exclude_attr_cols=None, numerical_attrs=None): """ load_data takes the filepath to a CSV file to load as the initial dataset. @@ -305,12 +308,16 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): :param src_col: (str) if not None, for fusion tasks specifies the column containing the source for each "mention" of an entity. + :param exclude_attr_cols: (str list) + :param numerical_attrs: (str list) """ status, load_time = self.ds.load_data(name, fpath, na_values=na_values, entity_col=entity_col, - src_col=src_col) + src_col=src_col, + exclude_attr_cols=exclude_attr_cols, + numerical_attrs=numerical_attrs) logging.info(status) logging.debug('Time to load dataset: %.2f secs', load_time) @@ -332,6 +339,28 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) + def setup_quantization_dict(self, do_quantization, bin_number_dict): + self.do_quantization = do_quantization + self.ds.do_quantization = self.do_quantization + self.domain_engine.do_quantization = self.do_quantization + + status, quantize_time, quantized_data = \ + quantize_km(self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + + name = self.ds.raw_data.name + '_quantized' + self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) + + # Do similar thing to store the correct type into db + df_correct_type = quantized_data.copy() + for attr in self.ds.numerical_attrs: + df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan + df_correct_type[attr] = df_correct_type[attr].astype(float) + df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, + index_label=None) + + logging.info(status) + logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + def generate_domain(self): status, domain_time = self.domain_engine.setup() logging.info(status) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 8ef7f1022..ff153b81c 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -17,7 +17,7 @@ 'WHERE t1._tid_ = t2._tid_ ' ' AND t2.attribute = \'$rv_attr\' ' ' AND $orig_predicates ' - ' AND t2.rv_val $operation $rv_val ' + ' AND t2.rv_val::$cast_type $operation $rv_val ' 'GROUP BY _vid_, val_id') # binary_template is used for constraints where the current predicate @@ -29,7 +29,7 @@ ' AND $join_rel._tid_ = t3._tid_ ' ' AND t3.attribute = \'$rv_attr\' ' ' AND $orig_predicates ' - ' AND t3.rv_val $operation $rv_val ' + ' AND t3.rv_val::$cast_type $operation $rv_val ' 'GROUP BY _vid_, val_id') # ex_binary_template is used as a fallback for binary_template in case @@ -43,7 +43,7 @@ ' FROM "$init_table" AS $other_rel ' ' WHERE $join_rel._tid_ != $other_rel._tid_ ' ' AND $orig_predicates ' - ' AND t3.rv_val $operation $rv_val)') + ' AND t3.rv_val::$cast_type $operation $rv_val)') def gen_feat_tensor(violations, total_vars, classes): @@ -61,13 +61,13 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints - self.init_table_name = self.ds.raw_data.name + self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name def create_tensor(self): queries = self.generate_relaxed_sql() results = self.ds.engine.execute_queries_w_backup(queries) tensors = self._apply_func(partial(gen_feat_tensor, total_vars=self.total_vars, classes=self.classes), results) - combined = torch.cat(tensors,2) + combined = torch.cat(tensors, 2) combined = F.normalize(combined, p=2, dim=1) return combined @@ -83,7 +83,7 @@ def generate_relaxed_sql(self): query_list.extend(queries) return query_list - def execute_queries(self,queries): + def execute_queries(self, queries): return self.ds.engine.execute_queries_w_backup(queries) def relax_unary_predicate(self, predicate): @@ -101,6 +101,7 @@ def relax_unary_predicate(self, predicate): const = comp if comp.startswith('\'') else '"{}"'.format(comp) return attr, op, const + # TODO(stoke): symmetric problem when > or < def relax_binary_predicate(self, predicate, rel_idx): """ relax_binary_predicate returns the attribute, operation, and @@ -144,12 +145,13 @@ def gen_unary_queries(self, constraint): if len(orig_cnf) == 0: orig_cnf = 'TRUE' rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) - query = unary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' + + query = unary_template.substitute(init_table=self.table_name, pos_values=AuxTables.pos_values.name, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) queries.append((query, '')) return queries @@ -166,34 +168,33 @@ def gen_binary_queries(self, constraint): is_binary, join_rel, other_rel = self.get_binary_predicate_join_rel(predicates[k]) if not is_binary: rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) - query = binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=join_rel[0], - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' + query = binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=join_rel[0], + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) queries.append((query, '')) else: for idx, rel in enumerate(join_rel): rv_attr, op, rv_val = self.relax_binary_predicate(predicates[k], idx) + + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' # count # of queries - query = binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=rel, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + query = \ + binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=rel, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) # fallback 0-1 query instead of count - ex_query = ex_binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=rel, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val, - other_rel=other_rel[idx]) + ex_query = \ + ex_binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=rel, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, other_rel=other_rel[idx], cast_type=cast_type) queries.append((query, ex_query)) return queries diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index b5533bce1..c9dda2ab0 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -73,9 +73,9 @@ def generate_weak_labels(self): FROM {cell_domain} AS t1 LEFT JOIN {dk_cells} AS t2 ON t1._cid_ = t2._cid_ WHERE weak_label != '{null_repr}' AND (t2._cid_ is NULL OR t1.fixed != {cell_status}); """.format(cell_domain=AuxTables.cell_domain.name, - dk_cells=AuxTables.dk_cells.name, - null_repr=NULL_REPR, - cell_status=CellStatus.NOT_SET.value) + dk_cells=AuxTables.dk_cells.name, + null_repr=NULL_REPR, + cell_status=CellStatus.NOT_SET.value) res = self.ds.engine.execute_query(query) if len(res) == 0: raise Exception("No weak labels available. Reduce pruning threshold.") diff --git a/repair/featurize/occurattrfeat.py b/repair/featurize/occurattrfeat.py index 037b78eff..f266d1dde 100644 --- a/repair/featurize/occurattrfeat.py +++ b/repair/featurize/occurattrfeat.py @@ -1,6 +1,3 @@ -import logging - -import pandas as pd import torch from tqdm import tqdm @@ -31,7 +28,8 @@ def specific_setup(self): self.setup_stats() def setup_stats(self): - self.raw_data_dict = self.ds.raw_data.df.set_index('_tid_').to_dict('index') + raw_df = self.ds.get_quantized_data() if self.ds.do_quantization else self.ds.get_raw_data() + self.raw_data_dict = raw_df.set_index('_tid_').to_dict('index') total, single_stats, pair_stats = self.ds.get_statistics() self.total = float(total) self.single_stats = single_stats @@ -61,6 +59,7 @@ def gen_feat_tensor(self, row, tuple): rv_attr = row['attribute'] domain = row['domain'].split('|||') rv_domain_idx = {val: idx for idx, val in enumerate(domain)} + # We should not have any NULLs in our domain. assert NULL_REPR not in rv_domain_idx rv_attr_idx = self.active_attr_to_idx[rv_attr] From 2c24733f88a62b6e6c02bff9a22a81bb85f05c97 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 7 Apr 2019 20:21:45 -0400 Subject: [PATCH 11/48] Improved validation logging and fixed a few bugs. --- domain/domain.py | 2 +- domain/estimators/tuple_embedding.py | 27 ++++++++++++++++++++++----- evaluate/eval.py | 20 ++++++++++---------- 3 files changed, 33 insertions(+), 16 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 0cfa6fc97..6f3fc4597 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -34,6 +34,7 @@ def __init__(self, env, dataset, max_sample=5): self.domain = None self.total = None self.correlations = None + self.do_quantization = False self._corr_attrs = {} self.max_sample = max_sample self.single_stats = {} @@ -46,7 +47,6 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() - self.do_quantization = False self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 42e0c12fe..9f8f10df2 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1184,7 +1184,7 @@ def dump_predictions(self, prefix): """ preds = self.predict_pp_batch() - logging.debug('%s: constructing and dumping predictions...'. + logging.debug('%s: constructing and dumping predictions...', type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): @@ -1213,7 +1213,10 @@ def dump_predictions(self, prefix): def validate(self): ### Categorical n_cat = 0 + n_cat_dk = 0 n_cat_repair = 0 + n_cat_repair_dk = 0 + # repairs on clean + DK cells cor_repair = 0 incor_repair = 0 @@ -1224,6 +1227,7 @@ def validate(self): ### Numerical n_num = 0 + n_num_dk = 0 total_se = 0 squared_resids = [] @@ -1236,11 +1240,16 @@ def validate(self): if is_cat: n_cat += 1 + if not row['is_clean']: + n_cat_dk += 1 inf_val, inf_prob = max(preds, key=lambda t: t[1]) if row['init_value'] != inf_val: n_cat_repair += 1 + if not row['is_clean']: + n_cat_repair_dk += 1 + # Correct val == inf val if row['_value_'] == inf_val: cor_repair += 1 @@ -1253,6 +1262,8 @@ def validate(self): incor_repair_dk += 1 continue + if not row['is_clean']: + n_num_dk += 1 # Numerical n_num += 1 cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) @@ -1270,17 +1281,23 @@ def validate(self): 'recall': cor_repair / max(self._validate_total_errs, 1), 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), - # 'dk_recall': cor_repair_dk / max(self._validate_total_errs, 1), 'n_cat': n_cat, 'n_num': n_num, + 'n_cat_dk': n_cat_dk, + 'n_num_dk': n_num_dk, 'n_cat_repair': n_cat_repair, + 'n_cat_repair_dk': n_cat_repair_dk, 'total_se': total_se, 'squared_resids': pd.Series(squared_resids), } - logging.debug("%s: # categorical: %d (repairs: %d), # numerical: %d", - type(self).__name__, val_res['n_cat'], val_res['n_cat_repair'], - val_res['n_num']) + logging.debug("%s: # categorical: (all) %d, (dk) %d; # numerical: (all) %d, (dk) %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_dk'], + val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # of errors: %d, # of detected errors: %d", + type(self).__name__, self._validate_total_errs, self._validate_detected_errs) + logging.debug("%s: # repairs (all): %d, # repairs (DK): %d", + type(self).__name__, val_res['n_cat_repair'], val_res['n_cat_repair_dk']) logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", type(self).__name__, val_res['precision'], val_res['recall']) logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", diff --git a/evaluate/eval.py b/evaluate/eval.py index 57f7d804f..c9cec2abe 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -39,7 +39,7 @@ ' FROM "$init_table" as t1, "$grdt_table" as t2 ' ' WHERE t1._tid_ = t2._tid_ ' ' AND t2._attribute_ = \'$attr\' ' - ' AND t1."$attr" != t2._value_ ) as errors, $inf_dom as repairs ' + ' AND t1."$attr" != t2._value_ ) as errors, "$inf_dom" as repairs ' 'WHERE errors._tid_ = repairs._tid_ ' ' AND errors._attribute_ = repairs.attribute ' ' AND errors._value_ = repairs.rv_value') @@ -49,7 +49,7 @@ Calculates RMS error for the given attribute. """ rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' - '"$grdt_table" as grdt, $inf_dom as repairs ' + '"$grdt_table" as grdt, "$inf_dom" as repairs ' 'WHERE grdt._tid_ = repairs._tid_ ' ' AND grdt._attribute_ = repairs.attribute' ' AND grdt._attribute_ IN $attrs_list') @@ -189,7 +189,7 @@ def compute_total_repairs(self, attr=None): attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM {} as t1, {} as t2 " \ + ' FROM "{}" as t1, "{}" as t2 ' \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1.attribute = t2.attribute " \ " AND t1.init_value != t2.rv_value " \ @@ -221,12 +221,12 @@ def compute_total_repairs_grdt(self, attr=None): SELECT (t1.init_value = t3._value_) AS is_correct, count(*) - FROM {} as t1, {} as t2, {} as t3 + FROM "{}" as t1, "{}" as t2, "{}" as t3 WHERE t1._tid_ = t2._tid_ AND t1.attribute = t2.attribute AND t1.init_value != t2.rv_value AND t1._tid_ = t3._tid_ - AND t1.attribute = t3._attribute_ + AND t1.attribute = t3._attribute_ AND {} GROUP BY is_correct """.format(AuxTables.cell_domain.name, @@ -300,7 +300,7 @@ def compute_detected_errors(self, attr=None): query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM {} as t1, {} as t2, {} as t3 " \ + ' FROM "{}" as t1, "{}" as t2, "{}" as t3 ' \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1._cid_ = t3._cid_ " \ " AND t1.attribute = t2._attribute_ " \ @@ -421,10 +421,10 @@ def log_weak_label_stats(self): (t2._value_ = t4.rv_value) as infer_eq_grdth, count(*) as count from - {cell_domain} as t1, - {clean_data} as t2 - left join {dk_cells} as t3 on t2._tid_ = t3._tid_ and t2._attribute_ = t3.attribute - left join {inf_values_dom} as t4 on t2._tid_ = t4._tid_ and t2._attribute_ = t4.attribute where t1._tid_ = t2._tid_ and t1.attribute = t2._attribute_ + "{cell_domain}" as t1, + "{clean_data}" as t2 + left join "{dk_cells}" as t3 on t2._tid_ = t3._tid_ and t2._attribute_ = t3.attribute + left join "{inf_values_dom}" as t4 on t2._tid_ = t4._tid_ and t2._attribute_ = t4.attribute where t1._tid_ = t2._tid_ and t1.attribute = t2._attribute_ group by clean, status, From 3fbe38fac28ad8bd3c30904c09e584b18aba84ec Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 8 Apr 2019 23:21:19 -0400 Subject: [PATCH 12/48] Improve validation in TupleEmbedding using pandas dataframes. --- domain/estimators/tuple_embedding.py | 217 +++++++++++++++------------ 1 file changed, 117 insertions(+), 100 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 9f8f10df2..71eb76629 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -17,7 +17,8 @@ from ..estimator import Estimator from utils import NULL_REPR -NUMERICAL_SEP = "|" +def nonnumerics(env): + return "[^0-9+-" + env['numerical_sep'] + "]" class LookupDataset(Dataset): # Memoizes vectors (e.g. init vector, domain vector, negative indexes) @@ -139,10 +140,10 @@ def __init__(self, env, dataset, domain_df, for attr in self._init_num_attrs: attr_col = self._raw_data[attr] fil_notnull = attr_col != NULL_REPR - fil_notnumeric = attr_col.str.contains('[^0-9.,]') + fil_notnumeric = attr_col.str.contains(nonnumerics(self.env)) notnull_attr_col = attr_col[fil_notnull] - attr_dims = notnull_attr_col.str.split(NUMERICAL_SEP).apply(len) + attr_dims = notnull_attr_col.str.split(self.env['numerical_sep']).apply(len) attr_dim = attr_dims.values[0] if not (attr_dims == attr_dim).all(): @@ -173,7 +174,7 @@ def __init__(self, env, dataset, domain_df, if attr in self._train_num_attrs: # Check init value in domain dataframe has the right # dimensions as the one detected in raw data - if len(val.split(NUMERICAL_SEP)) != self._num_attr_dim[attr]: + if len(val.split(self.env['numerical_sep'])) != self._num_attr_dim[attr]: logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', type(self).__name__, val, @@ -297,7 +298,7 @@ def _get_target_numvals(self, idx): # value is a nan value. if not (self.inference_mode and cur['init_value'] == NULL_REPR): target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( - np.array(cur['init_value'].split(NUMERICAL_SEP), dtype=np.float32)) + np.array(cur['init_value'].split(self.env['numerical_sep']), dtype=np.float32)) if not self.memoize: return target_numvals @@ -357,7 +358,7 @@ def _get_init_numvals(self, idx): continue attr_dim = self._num_attr_dim[attr] - init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(NUMERICAL_SEP))) + init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) if not self.memoize: return init_numvals, init_nummask @@ -560,6 +561,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -594,7 +596,7 @@ def __init__(self, env, dataset, domain_df, if numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(numerical_attrs) fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains('[^0-9.,]') + fil_notnumeric = self.domain_df['init_value'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR @@ -706,19 +708,26 @@ def __init__(self, env, dataset, domain_df, and validate_tid_col is not None \ and validate_attr_col is not None \ and validate_val_col is not None: - eengine = EvalEngine(self.env, self.ds) - eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, - tid_col=validate_tid_col, - attr_col=validate_attr_col, - val_col=validate_val_col) - self._validate_df = self.domain_df.merge(eengine.clean_data.df, + # eengine = EvalEngine(self.env, self.ds) + # eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, + # tid_col=validate_tid_col, + # attr_col=validate_attr_col, + # val_col=validate_val_col) + self._validate_df = pd.read_csv(validate_fpath, dtype=str) + self._validate_df.rename({validate_tid_col: '_tid_', + validate_attr_col: '_attribute_', + validate_val_col: '_value_', + }, axis=1, inplace=True) + self._validate_df['_tid_'] = self._validate_df['_tid_'].astype(int) + self._validate_df['_value_'] = self._validate_df['_value_'].str.strip().str.lower() + self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: fil_attr = self._validate_df['attribute'].isin(numerical_attrs) fil_notnull = self._validate_df['_value_'] != NULL_REPR - fil_notnumeric = self._validate_df['_value_'].str.contains('[^0-9.,]') + fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', @@ -727,10 +736,7 @@ def __init__(self, env, dataset, domain_df, numerical_attrs) sys.exit(1) - self._validate_recs = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] \ - .set_index('_vid_').to_dict('index') - self._validate_total_errs = (self._validate_df['init_value'] != self._validate_df['_value_']).sum() - self._validate_detected_errs = ((self._validate_df['init_value'] != self._validate_df['_value_']) & ~self._validate_df['is_clean']).sum() + self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] self._do_validation = True def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): @@ -1197,7 +1203,7 @@ def dump_predictions(self, prefix): 'inferred_val': max_val, 'proba': max_proba}) else: - num_pred = NUMERICAL_SEP.join(map(str, pred)) + num_pred = self.env['numerical_sep'].join(map(str, pred)) results.append({'tid': row['_tid_'], 'vid': vid, 'attribute': row['attribute'], @@ -1211,109 +1217,120 @@ def dump_predictions(self, prefix): results.to_pickle(fpath) def validate(self): - ### Categorical - n_cat = 0 - n_cat_dk = 0 - n_cat_repair = 0 - n_cat_repair_dk = 0 - - # repairs on clean + DK cells - cor_repair = 0 - incor_repair = 0 - # repairs only on DK cells - cor_repair_dk = 0 - incor_repair_dk = 0 - - - ### Numerical - n_num = 0 - n_num_dk = 0 - total_se = 0 - squared_resids = [] - logging.debug('%s: running validation set...', type(self).__name__) + # Construct DataFrame with inferred values validation_preds = self.predict_pp_batch(self._validate_df) - + df_pred = [] for vid, is_cat, preds in tqdm(list(validation_preds)): - row = self._validate_recs[vid] - if is_cat: - n_cat += 1 - if not row['is_clean']: - n_cat_dk += 1 - inf_val, inf_prob = max(preds, key=lambda t: t[1]) + else: + inf_val, inf_prob = self.env['numerical_sep'].join(map(str, preds)), -1 - if row['init_value'] != inf_val: - n_cat_repair += 1 - if not row['is_clean']: - n_cat_repair_dk += 1 - - # Correct val == inf val - if row['_value_'] == inf_val: - cor_repair += 1 - if not row['is_clean']: - cor_repair_dk += 1 - # Correct val != inf val - else: - incor_repair += 1 - if not row['is_clean']: - incor_repair_dk += 1 - continue + df_pred.append({'_vid_': vid, + 'is_cat': is_cat, + 'inferred_val': inf_val, + 'proba': inf_prob}) + df_pred = pd.DataFrame(df_pred) + df_res = self._validate_df.merge(df_pred, on=['_vid_']) + + + # General filters and metrics + fil_dk = ~df_res['is_clean'] + fil_cat = df_res['is_cat'] + fil_grdth = df_res['_value_'].notnull() + + if (~fil_grdth).sum(): + logging.debug('%s: there are %d cells with no validation ground truth', + type(self).__name__, + (~fil_grdth).sum()) + + n_cat = fil_cat.sum() + n_num = (~fil_cat).sum() + + n_cat_dk = (fil_dk & fil_cat).sum() + n_num_dk = (fil_dk & ~fil_cat).sum() + + # Categorical filters and metrics + fil_err = (df_res['init_value'] != df_res['_value_']) & fil_cat & fil_grdth + fil_cor = (df_res['inferred_val'] == df_res['_value_']) & fil_cat & fil_grdth + fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat - if not row['is_clean']: - n_num_dk += 1 - # Numerical - n_num += 1 - cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) - assert cor_val.shape == preds.shape - sq_res = np.sum((cor_val - preds) ** 2) - squared_resids.append(sq_res) - total_se += sq_res - - if self._validate_total_errs == 0: + total_err = fil_err.sum() + detected_err = (fil_dk & fil_err).sum() + + n_repair = fil_repair.sum() + n_repair_dk = (fil_dk & fil_repair).sum() + n_cor_repair = (fil_cor & fil_repair).sum() + n_cor_repair_dk = (fil_dk & fil_cor & fil_repair).sum() + + if total_err == 0: logging.warning('%s: total errors in validation set is 0', type(self).__name__) - if self._validate_detected_errs == 0: + if detected_err == 0: logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) - val_res = {'precision': cor_repair / max(cor_repair + incor_repair, 1), - 'recall': cor_repair / max(self._validate_total_errs, 1), - 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), - 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), - 'n_cat': n_cat, + # In-sample accuracy (predict init value that is already correcT) + sample_acc = (~fil_err & fil_cor).sum() / (~fil_err).sum() + + precision = n_cor_repair / max(n_repair, 1) + recall = n_cor_repair / max(total_err, 1) + + precision_dk = n_cor_repair_dk / max(n_repair_dk, 1) + repair_recall = n_cor_repair_dk / max(detected_err, 1) + + # Numerical filters and metrics + rmse = 0 + if n_num: + X_cor = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, '_value_'].values)), + dtype=np.float32) + X_inferred = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, 'inferred_val'].values)), + dtype=np.float32) + + rmse = np.sqrt(np.mean(np.sum((X_cor - X_inferred) ** 2, axis=1))) + + + # Compile results + val_res = {'n_cat': n_cat, 'n_num': n_num, 'n_cat_dk': n_cat_dk, 'n_num_dk': n_num_dk, - 'n_cat_repair': n_cat_repair, - 'n_cat_repair_dk': n_cat_repair_dk, - 'total_se': total_se, - 'squared_resids': pd.Series(squared_resids), + 'total_err': total_err, + 'detected_err': detected_err, + 'n_repair': n_repair, + 'n_repair_dk': n_repair_dk, + 'sample_acc': sample_acc, + 'precision': precision, + 'recall': recall, + 'precision_dk': precision_dk, + 'repair_recall': repair_recall, + 'rmse': rmse, } - logging.debug("%s: # categorical: (all) %d, (dk) %d; # numerical: (all) %d, (dk) %d", - type(self).__name__, val_res['n_cat'], val_res['n_cat_dk'], - val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # categoricals: (all) %d, (DK) %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_dk']) + logging.debug("%s: # numericals: (all) %d, (DK) %d", + type(self).__name__, val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # of errors: %d, # of detected errors: %d", - type(self).__name__, self._validate_total_errs, self._validate_detected_errs) - logging.debug("%s: # repairs (all): %d, # repairs (DK): %d", - type(self).__name__, val_res['n_cat_repair'], val_res['n_cat_repair_dk']) - logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", + type(self).__name__, val_res['total_err'], val_res['detected_err']) + + logging.debug("%s: In-sample accuracy: %.3f", + type(self).__name__, val_res['sample_acc']) + + logging.debug("%s: # repairs: (all) %d, (DK) %d", + type(self).__name__, val_res['n_repair'], val_res['n_repair_dk']) + + logging.debug("%s: (Infer on all) Precision: %.3f, Recall: %.3f", type(self).__name__, val_res['precision'], val_res['recall']) - logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", - type(self).__name__, val_res['dk_precision'], val_res['repair_recall']) + logging.debug("%s: (Infer on DK) Precision: %.3f, Repair Recall: %.3f", + type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) + if val_res['n_num']: - logging.debug("%s: MSE: %.2f, RMSE: %2.f", type(self).__name__, - val_res['total_se'] / val_res['n_num'], - (val_res['total_se'] / val_res['n_num']) ** 0.5) - logging.debug("%s: Squared resids: %s", type(self).__name__, - val_res['squared_resids'].describe()) + logging.debug("RMSE: %3.f", type(self).__name__, val_res['rmse']) return val_res - def predict_pp(self, row, attr=None, values=None): - raise NotImplementedError - def predict_pp_batch(self, df=None): """ Performs batch prediction. From 22c903aacab3566f0c81929e8a250def5198efbe Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 8 Apr 2019 23:21:42 -0400 Subject: [PATCH 13/48] Suppose multi-dimensional quantization. --- dataset/dataset.py | 11 +++++++++-- dataset/quantization.py | 20 +++++++++++--------- holoclean.py | 16 ++++++++++++++-- 3 files changed, 34 insertions(+), 13 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 1932e2bab..25bd341d1 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -3,6 +3,7 @@ import os import time +import numpy as np import pandas as pd from .dbengine import DBengine @@ -25,12 +26,12 @@ class CellStatus(Enum): WEAK_LABEL = 1 SINGLE_VALUE = 2 - class Dataset: """ This class keeps all dataframes and tables for a HC session. """ def __init__(self, name, env): + self.env = env self.id = name self.raw_data = None self.repaired_data = None @@ -135,7 +136,13 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, for attr in self.categorical_attrs: df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR for attr in self.numerical_attrs: - df_correct_type[attr] = df_correct_type[attr].astype(float) + # Store n-dimensional values as arrays. Otherwise as floats. + vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), + df_correct_type[attr].values)), dtype=np.float32) + if vals.shape[1] == 1: + df_correct_type[attr] = vals[:,0].tolist() + else: + df_correct_type[attr] = vals.tolist() df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, index_label=None) diff --git a/dataset/quantization.py b/dataset/quantization.py index 01c4fb746..78c80977a 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -1,12 +1,11 @@ import time +import numpy as np from sklearn.cluster import KMeans from utils import NULL_REPR -# TODO(stoke):currently do only 1D data, -# will quantize N-dimensional data -def quantize_km(df_raw, bin_number_dict, numerical_attrs): +def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html @@ -23,21 +22,24 @@ def quantize_km(df_raw, bin_number_dict, numerical_attrs): for col in numerical_attrs: if col not in bin_number_dict: continue - df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].astype(float) - df_col = df_col.reset_index(drop=True) + df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) + # Matrix of possibly n-dimension values + X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), + dtype=np.float32) bin_number = bin_number_dict[col] - n_clusters = min(bin_number, df_col[col].nunique()) + n_clusters = min(bin_number, np.unique(X_col, axis=0).shape[0]) km = KMeans(n_clusters=n_clusters) - km.fit(df_col) + km.fit(X_col) label_pred = km.labels_ centroids = km.cluster_centers_ + # Lookup cluster centroids and concatenate their values again with + # env['numerical_sep']. def quantize_row(row): - # row.name can get index, but index is larger than the length - return str(centroids[label_pred[row.name], 0]) + return env['numerical_sep'].join(map(str, centroids[label_pred[row.name]])) df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values status = "DONE with quantization" diff --git a/holoclean.py b/holoclean.py index 0b4197f7a..4d8add13d 100644 --- a/holoclean.py +++ b/holoclean.py @@ -185,6 +185,12 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), + (('-ns', '--numerical_sep'), + {'metavar': 'NUMERICAL_SEP', + 'dest': 'numerical_sep', + 'default': '|', + 'type': str, + 'help': 'Delimiter for numerical attributes.'}), ] # Flags for Holoclean mode @@ -345,7 +351,7 @@ def setup_quantization_dict(self, do_quantization, bin_number_dict): self.domain_engine.do_quantization = self.do_quantization status, quantize_time, quantized_data = \ - quantize_km(self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) @@ -354,7 +360,13 @@ def setup_quantization_dict(self, do_quantization, bin_number_dict): df_correct_type = quantized_data.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan - df_correct_type[attr] = df_correct_type[attr].astype(float) + # Store n-dimensional values as arrays. Otherwise as floats. + vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), + df_correct_type[attr].values)), dtype=np.float32) + if vals.shape[1] == 1: + df_correct_type[attr] = vals[:,0].tolist() + else: + df_correct_type[attr] = vals.tolist() df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) From 1c74de7595737b89925d471e4f3340da6b58f8d1 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 17 Apr 2019 23:25:03 -0400 Subject: [PATCH 14/48] Quantize from dict rather than numerical attrs. --- dataset/quantization.py | 7 ++----- holoclean.py | 10 +++++----- 2 files changed, 7 insertions(+), 10 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 78c80977a..1d1178bc8 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -5,7 +5,7 @@ from utils import NULL_REPR -def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): +def quantize_km(env, df_raw, bin_number_dict): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html @@ -13,15 +13,12 @@ def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): :param df_raw: pandas.dataframe :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, the numerical attrs not in this dict will not do quantization - :param numerical_attrs: str list, containing all numerical attrs in df_raw :return: pandas.dataframe after quantization """ tic = time.time() df_quantized = df_raw.copy() - for col in numerical_attrs: - if col not in bin_number_dict: - continue + for col in bin_number_dict.keys(): df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) # Matrix of possibly n-dimension values X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), diff --git a/holoclean.py b/holoclean.py index 4d8add13d..45967bf38 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,13 +345,13 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_quantization_dict(self, do_quantization, bin_number_dict): - self.do_quantization = do_quantization - self.ds.do_quantization = self.do_quantization - self.domain_engine.do_quantization = self.do_quantization + def setup_quantization_dict(self, bin_number_dict): + self.do_quantization = True + self.ds.do_quantization = True + self.domain_engine.do_quantization = True status, quantize_time, quantized_data = \ - quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) From 4627e38e215666f59d838ef0899f6c8217870c04 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Thu, 18 Apr 2019 22:41:25 -0400 Subject: [PATCH 15/48] Mean/var normalize numerical attributes in context and added non-linearity to numerical spans. --- domain/estimators/tuple_embedding.py | 37 +++++++++++++++++++++++----- 1 file changed, 31 insertions(+), 6 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 71eb76629..8db6eb150 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -8,7 +8,7 @@ import torch from torch.optim import Adam from torch.utils.data import Dataset, DataLoader, Sampler -from torch.nn import CrossEntropyLoss, Softmax, MSELoss +from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F from tqdm import tqdm @@ -107,6 +107,14 @@ def __init__(self, env, dataset, domain_df, self._raw_data = self.ds.get_raw_data().copy() + # Mean-0 variance 1 normalize all numerical attributes in the context + for num_attr in self._init_num_attrs: + temp = np.array([np.array(v, dtype=np.float32) + for v in self._raw_data[num_attr].str.split(self.env['numerical_sep']).values]) + temp = (temp - temp.mean(axis=0)) / temp.std(axis=0) + self._raw_data[num_attr] = [self.env['numerical_sep'].join(map(str, vals)) + for vals in temp] + # Indexes assigned to attributes: first categorical then numerical. self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} @@ -349,16 +357,17 @@ def _get_init_numvals(self, idx): if not self.memoize or idx not in self._init_numvals: cur = self._train_records[idx] - init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim) + init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim, + dtype=torch.float32) init_nummask = torch.ones(self._n_init_num_attrs) - for idx, attr in enumerate(self._init_num_attrs): + for attr_idx, attr in enumerate(self._init_num_attrs): val_str = self._raw_data_dict[cur['_tid_']][attr] if attr == cur['attribute'] or val_str == NULL_REPR: - init_nummask[idx] = 0. + init_nummask[attr_idx] = 0. continue attr_dim = self._num_attr_dim[attr] - init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) + init_numvals[attr_idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) if not self.memoize: return init_numvals, init_nummask @@ -511,7 +520,7 @@ def load_state(self, state): class VidSampler(Sampler): def __init__(self, domain_df, shuffle=True, train_only_clean=True): - # No NULLs and non-zero domain + # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] # Train on only clean cells @@ -662,6 +671,11 @@ def __init__(self, env, dataset, domain_df, # will not be trained nor used. self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + + # Non-linearity for numerical init attrs + self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._embed_size)) + self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) @@ -689,6 +703,8 @@ def __init__(self, env, dataset, domain_df, if self._n_init_num_attrs > 0: torch.nn.init.xavier_uniform_(self.in_num_zero_vecs) torch.nn.init.xavier_uniform_(self.in_num_bases) + torch.nn.init.xavier_uniform_(self.in_num_w1) + torch.nn.init.xavier_uniform_(self.in_num_bias1) if self._n_train_num_attrs > 0: torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) @@ -764,6 +780,15 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) # (batch, n_init_num_attrs, embed_size) init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + + #### Add non-linearity to numerical attributes + # (batch, n_init_num_attrs, embed_size) + ReLU(inplace=True)(init_num_vecs) + # (batch, n_init_num_attrs, embed_size, embed_size) + in_num_w1 = self.in_num_w1.expand(init_numvals.shape[0], -1, -1, -1) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) + self.in_num_bias1.unsqueeze(0) + # (batch, n_init_num_attrs, embed_size) init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) From 8d019db2a13a655ecd78d861acf468cba7c2d6f9 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 19 Apr 2019 23:24:11 -0400 Subject: [PATCH 16/48] Support specifying n-dimensional numerical attr groups vs splitting on columns. --- dataset/quantization.py | 35 +-- domain/domain.py | 1 + domain/estimators/tuple_embedding.py | 360 +++++++++++++++------------ holoclean.py | 19 +- 4 files changed, 235 insertions(+), 180 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 1d1178bc8..393a993ac 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -5,39 +5,44 @@ from utils import NULL_REPR -def quantize_km(env, df_raw, bin_number_dict): +def quantize_km(env, df_raw, num_attr_groups_bins): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html Currently do 1D clustering :param df_raw: pandas.dataframe - :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, - the numerical attrs not in this dict will not do quantization + :param num_attr_groups_bins: list[tuple] where each tuple consists of + (# of bins, list[str]) where the list[str] is a group of attribues to be + treated as numerical. + Groups must be disjoint. + :return: pandas.dataframe after quantization """ tic = time.time() df_quantized = df_raw.copy() - for col in bin_number_dict.keys(): - df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) + # Assert groups are disjoint + num_attrs = [attr for _, group in num_attr_groups_bins for attr in group] + assert len(set(num_attrs)) == len(num_attrs) + + for bins, attrs in num_attr_groups_bins: + fil_notnull = (df_quantized[attrs] != NULL_REPR).all(axis=1) + + df_group = df_quantized.loc[fil_notnull, attrs].reset_index(drop=True) # Matrix of possibly n-dimension values - X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), - dtype=np.float32) + X_attrs = df_group.values.astype(np.float) - bin_number = bin_number_dict[col] - n_clusters = min(bin_number, np.unique(X_col, axis=0).shape[0]) + n_clusters = min(bins, np.unique(X_attrs, axis=0).shape[0]) km = KMeans(n_clusters=n_clusters) - km.fit(X_col) + km.fit(X_attrs) label_pred = km.labels_ centroids = km.cluster_centers_ - # Lookup cluster centroids and concatenate their values again with - # env['numerical_sep']. - def quantize_row(row): - return env['numerical_sep'].join(map(str, centroids[label_pred[row.name]])) - df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values + # Lookup cluster centroids and replace their values. + df_quantized.loc[fil_notnull, attrs] = np.array([centroids[label_pred[idx]] + for idx in df_group.index]).astype(str) status = "DONE with quantization" toc = time.time() diff --git a/domain/domain.py b/domain/domain.py index 6f3fc4597..1e2a04e8e 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -47,6 +47,7 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() + self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 8db6eb150..efb445d48 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -13,13 +13,37 @@ from tqdm import tqdm from dataset import AuxTables -from evaluate import EvalEngine from ..estimator import Estimator from utils import NULL_REPR def nonnumerics(env): return "[^0-9+-" + env['numerical_sep'] + "]" +def verify_numerical_attr_groups(dataset, numerical_attr_groups): + """ + Verify numerical attribute groups are disjoint and exist + + Returns a list of the individual attributes. + """ + numerical_attrs = None + # Check if numerical attributes exist and are disjoint + if numerical_attr_groups is not None: + numerical_attrs = [attr for group in numerical_attr_groups for attr in group] + + if not all(attr in dataset.get_attributes() for attr in numerical_attrs): + logging.error('all numerical attributes specified %s must exist in dataset: %s', + numerical_attr_groups, + dataset.get_attributes()) + sys.exit(1) + + if len(set(numerical_attrs)) < len(numerical_attrs): + logging.error('all attribute groups specified %s must be disjoint in dataset', + numerical_attr_groups) + sys.exit(1) + + return numerical_attrs + + class LookupDataset(Dataset): # Memoizes vectors (e.g. init vector, domain vector, negative indexes) # for every sample indexed by idx. @@ -51,14 +75,15 @@ def __setitem__(self, idx, vec): self._isset[idx] = 1 def __init__(self, env, dataset, domain_df, - numerical_attrs, neg_sample, memoize): + numerical_attr_groups, neg_sample, memoize): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing VIDs and their domain values we want to train on. VIDs not included in this dataframe will not be trained on e.g. if you only want to sub-select VIDs of certain attributes. - :param numerical_attrs: (list[str]) attributes to treat as numerical. + :param numerical_attr_groups: (list[list[str]]) groups of attributes + to be treated as d-dimensional numerical values. :param neg_sample: (bool) add negative examples for clean cells during training :param memoize: (bool) memoize re-lookups on subsequent epochs. """ @@ -76,13 +101,9 @@ def __init__(self, env, dataset, domain_df, # _cat_ refers to categorical attributes and _num_ refers to numerical # attributes. self._all_attrs = sorted(self.ds.get_attributes()) - self._numerical_attrs = numerical_attrs or [] - if not all(attr in self._all_attrs for attr in self._numerical_attrs): - logging.error('%s: numerical attributes %s must exist as a column in the data: %s', - type(self).__name__, - self._numerical_attrs, - self._all_attrs) - sys.exit(1) + self._numerical_attrs = verify_numerical_attr_groups(self.ds, + numerical_attr_groups) or [] + # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) @@ -92,10 +113,10 @@ def __init__(self, env, dataset, domain_df, logging.debug('%s: init numerical attributes: %s', type(self).__name__, self._init_num_attrs) + # Attributes to train on (i.e. target columns). self._train_attrs = sorted(domain_df['attribute'].unique()) assert all(attr in self._all_attrs for attr in self._train_attrs) - self._train_cat_attrs, self._train_num_attrs = self._split_cat_num_attrs(self._train_attrs) self._n_train_cat_attrs, self._n_train_num_attrs = len(self._train_cat_attrs), len(self._train_num_attrs) logging.debug('%s: train categorical attributes: %s', @@ -105,15 +126,21 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, self._train_num_attrs) + # Make copy of raw data self._raw_data = self.ds.get_raw_data().copy() - - # Mean-0 variance 1 normalize all numerical attributes in the context + # Keep track of mean + std to un-normalize during prediction + self._num_attrs_mean = {} + self._num_attrs_std = {} + # Mean-0 variance 1 normalize all numerical attributes in the raw data for num_attr in self._init_num_attrs: - temp = np.array([np.array(v, dtype=np.float32) - for v in self._raw_data[num_attr].str.split(self.env['numerical_sep']).values]) - temp = (temp - temp.mean(axis=0)) / temp.std(axis=0) - self._raw_data[num_attr] = [self.env['numerical_sep'].join(map(str, vals)) - for vals in temp] + temp = self._raw_data[num_attr].copy() + fil_notnull = temp != NULL_REPR + self._num_attrs_mean[num_attr] = temp[fil_notnull].astype(np.float).mean(axis=0) + self._num_attrs_std[num_attr] = temp[fil_notnull].astype(np.float).std(axis=0) + temp[fil_notnull] = ((temp[fil_notnull].astype(np.float) \ + - self._num_attrs_mean[num_attr]) \ + / self._num_attrs_std[num_attr]).astype(str) + self._raw_data[num_attr] = temp # Indexes assigned to attributes: first categorical then numerical. self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} @@ -143,52 +170,14 @@ def __init__(self, env, dataset, domain_df, self._init_val_idxs[attr][row[attr]] = cur_init_idx cur_init_idx += 1 - # Number of dimensions for each numerical attribute - self._num_attr_dim = {} - for attr in self._init_num_attrs: - attr_col = self._raw_data[attr] - fil_notnull = attr_col != NULL_REPR - fil_notnumeric = attr_col.str.contains(nonnumerics(self.env)) - - notnull_attr_col = attr_col[fil_notnull] - attr_dims = notnull_attr_col.str.split(self.env['numerical_sep']).apply(len) - - attr_dim = attr_dims.values[0] - if not (attr_dims == attr_dim).all(): - logging.error('%s: values in attribute "%s" must be comma seprated with the same # of values (dimension) %d', - type(self).__name__, - attr, - attr_dim) - sys.exit(1) - - bad_numerics = fil_notnull & fil_notnumeric - if bad_numerics.sum(): - # Replace any values with non-numerical values with NULL - self._raw_data.loc[fil_notnull & fil_notnumeric, attr] = NULL_REPR - logging.warning('%s: replaced %d non-numerical values in attribute "%s" in RAW DATA as "%s" (NULL)', - type(self).__name__, - bad_numerics.sum(), - attr, - NULL_REPR) - - self._num_attr_dim[attr] = attr_dim - + # Do the same for the train/target categorical values. cur_train_idx = 1 for row in domain_df.to_records(): val = row['init_value'] attr = row['attribute'] - # Handle numerical attributes differently + # We handle numerical attrs differently if attr in self._train_num_attrs: - # Check init value in domain dataframe has the right - # dimensions as the one detected in raw data - if len(val.split(self.env['numerical_sep'])) != self._num_attr_dim[attr]: - logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', - type(self).__name__, - val, - row['_vid_'], - attr, - self._num_attr_dim[attr]) continue # Assign index for train/possible values @@ -208,6 +197,18 @@ def __init__(self, env, dataset, domain_df, self._train_val_idxs_by_attr = {attr: torch.LongTensor([v for v in self._train_val_idxs[attr].values() if v != 0]) for attr in self._train_cat_attrs} + + # Maps each numerical attribute to a copy of its group (of other + # numerical attributes). + self._init_num_attrs_group = {attr: group.copy() for group in + numerical_attr_groups if attr in self._init_num_attrs} + + # Map each numerical attribute (their index) to their respective index + # in the group. + self._train_num_attr_to_group_idx = {attr: group.index(attr) + for group in numerical_attr_groups + if attr in self._train_num_attrs} + # Number of unique INIT attr-values self.n_init_vals = cur_init_idx self.n_train_vals = cur_train_idx @@ -221,11 +222,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size self._max_domain = int(domain_df['domain_size'].max()) # Maximum dimension across all numerical attributes. - self._max_num_dim = 0 - self._total_num_dim = 0 - if len(self._num_attr_dim): - self._max_num_dim = max(self._num_attr_dim.values()) - self._total_num_dim = sum(self._num_attr_dim.values()) + self._max_num_dim = max(list(map(len, numerical_attr_groups)) or [0]) self._init_dummies() self._init_memoize_vecs() @@ -248,9 +245,9 @@ def _init_memoize_vecs(self): self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) self._neg_idxs = self.MemoizeVec(len(self), None, None) - if self._total_num_dim > 0: + if self._max_num_dim > 0: self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) - self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) def _split_cat_num_attrs(self, attrs): @@ -302,11 +299,15 @@ def _get_target_numvals(self, idx): target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) - # We can skip this if we are in inference mode and the current - # value is a nan value. - if not (self.inference_mode and cur['init_value'] == NULL_REPR): - target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( - np.array(cur['init_value'].split(self.env['numerical_sep']), dtype=np.float32)) + # Get the target values for this numerical group. + attr_group = self._init_num_attrs_group[cur['attribute']] + target_val_strs = [self._raw_data_dict[cur['_tid_']][attr] + for attr in attr_group] + + # We can skip this if we are in inference mode and any of the + # target/current values in the numerical group are NULL. + if not (self.inference_mode and any(val == NULL_REPR for val in target_val_strs)): + target_numvals[:len(attr_group)] = torch.FloatTensor(np.array(target_val_strs, dtype=np.float32)) if not self.memoize: return target_numvals @@ -347,7 +348,7 @@ def _get_init_numvals(self, idx): attribute (i.e. target) OR if the value is _nan_. Returns ( - init_numvals: (n_init_num_attrs, max_num_dim), + init_numvals: (n_init_num_attrs), init_nummmask: (n_init_num_attrs), ). """ @@ -357,8 +358,7 @@ def _get_init_numvals(self, idx): if not self.memoize or idx not in self._init_numvals: cur = self._train_records[idx] - init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim, - dtype=torch.float32) + init_numvals = torch.zeros(self._n_init_num_attrs, dtype=torch.float32) init_nummask = torch.ones(self._n_init_num_attrs) for attr_idx, attr in enumerate(self._init_num_attrs): val_str = self._raw_data_dict[cur['_tid_']][attr] @@ -366,8 +366,7 @@ def _get_init_numvals(self, idx): init_nummask[attr_idx] = 0. continue - attr_dim = self._num_attr_dim[attr] - init_numvals[attr_idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) + init_numvals[attr_idx] = float(val_str) if not self.memoize: return init_numvals, init_nummask @@ -425,7 +424,7 @@ def __getitem__(self, vid): is_categorical: (1), attr_idx: (1), init_cat_idxs: (n_init_cat_attrs), - init_numvals: (n_init_num_attrs, max num dim), + init_numvals: (n_init_num_attrs), init_nummask: (n_init_num_attrs), domain_idxs (if categorical): (max domain), domain_mask (if categorical): (max domain), @@ -503,7 +502,10 @@ def _state_attrs(self): '_init_num_attrs', '_train_cat_attrs', '_train_num_attrs', - '_num_attr_dim', + '_init_num_attrs_group', + '_train_num_attr_to_group_idx', + '_num_attrs_mean', + '_num_attrs_std', '_n_init_cat_attrs', '_n_init_num_attrs', '_train_val_idxs_by_attr', @@ -519,10 +521,24 @@ def load_state(self, state): self._init_memoize_vecs() class VidSampler(Sampler): - def __init__(self, domain_df, shuffle=True, train_only_clean=True): + def __init__(self, domain_df, raw_df, numerical_attr_groups, + shuffle=True, train_only_clean=True): # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + # No NULL numerical groups (all must be non-null) + if numerical_attr_groups: + raw_data_dict = raw_df.set_index('_tid_').to_dict('index') + def all_notnull(tid, attrs): + return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attrs) + for attrs in numerical_attr_groups: + fil_notnull = domain_df['_tid_'].apply(all_notnull, args=(attrs,)) + if sum(fil_notnull) < domain_df.shape[0]: + logging.warning('dropping %d targets since values numerical group %s contain NULLs', + domain_df.shape[0] - sum(fil_notnull), + attrs) + domain_df = domain_df[fil_notnull] + # Train on only clean cells if train_only_clean: self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] @@ -545,7 +561,7 @@ class TupleEmbedding(Estimator, torch.nn.Module): # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, - numerical_attrs=None, + numerical_attr_groups=None, memoize=False, neg_sample=True, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, @@ -553,10 +569,13 @@ def __init__(self, env, dataset, domain_df, """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing domain values - :param numerical_attrs: (list[list[str]]) attributes/columns to treat as numerical. - A list of column names. Each column must consist of d-separated - values (for d-dimensional columns). For example the column - 2D column 'lat,long' must consist of all "123,456" values. + :param numerical_attr_groups: (list[list[str]]) attributes/columns to treat as numerical. + A list of groups of column names. Each group consists of d attributes + to be treated as d-dimensional numerical attribute. + For example one can pass in [['lat', 'lon'],...] to treat both columns as + a 2-d numerical attribute. + + The groups must be disjoint. Everything else will be treated as categorical. @@ -570,11 +589,10 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) - self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] - # Check is train attributes exist + # Check if train attributes exist if train_attrs is not None: if not all(attr in self.ds.get_attributes() for attr in train_attrs): logging.error('%s: all attributes specified to use for training %s must exist in dataset: %s', @@ -583,15 +601,6 @@ def __init__(self, env, dataset, domain_df, self.ds.get_attributes()) sys.exit(1) - # Check is numerical attributes exist - if numerical_attrs is not None: - if not all(attr in self.ds.get_attributes() for attr in numerical_attrs): - logging.error('%s: all numerical attributes specified %s must exist in dataset: %s', - type(self).__name__, - numerical_attrs, - self.ds.get_attributes()) - sys.exit(1) - # Remove domain/training cells without a domain # TODO: relax for numerical filter_empty_domain = self.domain_df['domain_size'] == 0 @@ -601,6 +610,18 @@ def __init__(self, env, dataset, domain_df, filter_empty_domain.sum()) self.domain_df = self.domain_df[~filter_empty_domain] + + ### Numerical attribute groups validation checks + + self._numerical_attr_groups = numerical_attr_groups.copy() + numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) + # Verify numerical dimensions are not bigger than the embedding size + if max(list(map(len, numerical_attr_groups)) or [0]) > self._embed_size: + logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", + type(self).__name__, + max(list(map(len, numerical_attr_groups)) or [0]), + self._embed_size) + sys.exit(1) # Convert non numerical init values in numerical attributes with _nan_. if numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(numerical_attrs) @@ -628,14 +649,7 @@ def __init__(self, env, dataset, domain_df, # Dataset self._dataset = LookupDataset(env, dataset, self.domain_df, - numerical_attrs, neg_sample, memoize) - - if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > self._embed_size: - logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", - type(self).__name__, - max(self._dataset._num_attr_dim.values()), - self._embed_size) - sys.exit(1) + numerical_attr_groups, neg_sample, memoize) self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs @@ -660,30 +674,37 @@ def __init__(self, env, dataset, domain_df, self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) self.out_B = torch.nn.Parameter(torch.zeros(self._n_train_vals, 1)) - # Bases vectors for numerical attributes and their spans. - - # We have a learnable 0 zero vector for every numerical attribute. - # We then have for each attribute of d dimension, d basis vectors where - # d <= embed_size. - # - # Note X_num_bases is a (# of attrs, max dimension, embed size) tensor: - # if an attr has dimension < max dimension then the padded vectors - # will not be trained nor used. - self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) - self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + ### Bases vectors for numerical attributes and their spans. + + # Mask to combine numerical bases to form a numerical group + self._n_num_attr_groups = len(self._numerical_attr_groups) + self.num_attr_groups_mask = torch.zeros(self._n_num_attr_groups, + self._n_init_num_attrs, dtype=torch.float32) + for group_idx, group in enumerate(self._numerical_attr_groups): + for attr in group: + attr_idx = self._dataset._init_attr_idxs[attr] - self._n_init_cat_attrs + self.num_attr_groups_mask[group_idx,attr_idx] = 1. + # For each numerical attribute we have a basis vector. + # For each numerical group we find the linear combination from the + # individual vectors. + # We also have a learnable zero vector for every numerical group. + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, + self._embed_size)) # Non-linearity for numerical init attrs - self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._embed_size)) - self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) + self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Mask for _num_forward to restrict which dimensions are active for each attribute. # Hadamard/elementwise multiply this mask. - self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + self.out_num_masks = torch.zeros(self._n_train_num_attrs, + self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): - dim = self._dataset._num_attr_dim[attr] + dim = len(self._dataset._init_num_attrs_group[attr]) self.out_num_masks[idx,:dim] = 1. # logits fed into softmax used in weighted sum to combine @@ -693,7 +714,7 @@ def __init__(self, env, dataset, domain_df, # to predict for and there are init_attr weights since we have # init attrs to combine. self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, - self._n_init_attrs)) + self._n_init_cat_attrs + self._n_num_attr_groups)) # Initialize all but the first 0th vector embedding (reserved). torch.nn.init.xavier_uniform_(self.in_W[1:]) @@ -724,11 +745,6 @@ def __init__(self, env, dataset, domain_df, and validate_tid_col is not None \ and validate_attr_col is not None \ and validate_val_col is not None: - # eengine = EvalEngine(self.env, self.ds) - # eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, - # tid_col=validate_tid_col, - # attr_col=validate_attr_col, - # val_col=validate_val_col) self._validate_df = pd.read_csv(validate_fpath, dtype=str) self._validate_df.rename({validate_tid_col: '_tid_', validate_attr_col: '_attribute_', @@ -760,9 +776,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att Constructs the "context vector" by combining the init embedding vectors. init_cat_idxs: (batch, n_init_cat_attrs) - init_numvals: (batch, n_init_num_attrs, max_num_dim) + init_numvals: (batch, n_init_num_attrs) init_nummasks: (batch, n_init_num_attrs) attr_idxs: (batch, 1) + + out: (batch, embed_size, 1) """ init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) if self._n_init_cat_attrs: @@ -771,36 +789,54 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_num_vecs = torch.zeros(init_numvals.shape[0], 0, self._embed_size) if self._n_init_num_attrs: - # (batch, n_init_num_attrs, max_num_dim, 1) + # (batch, n_init_num_attrs, 1) init_numvals = init_numvals.unsqueeze(-1) - # in_num_bases is shape (n_init_num_attrs, embed_size, max_num_dim) - # (batch, n_init_num_attrs, embed_size, max_num_dim) - in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1, -1) - - # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) + # self.in_num_bases is shape (n_init_num_attrs, embed_size) # (batch, n_init_num_attrs, embed_size) - init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = in_num_bases.mul(init_numvals) + + + # self.num_attr_groups_mask is shape (n_num_attr_groups, n_init_num_attrs) + # (batch, n_num_attr_groups, n_init_num_attrs) + groups_mask = self.num_attr_groups_mask.expand(init_numvals.shape[0], + -1, -1) + + # (batch, n_num_attr_groups, n_init_num_attrs, embed_size) + init_num_vecs = groups_mask.unsqueeze(-1) \ + * init_num_vecs.unsqueeze(1).expand(-1, self._n_num_attr_groups, -1, -1) + # (batch, n_num_attr_groups, embed_size) + init_num_vecs = init_num_vecs.sum(dim=2) + self.in_num_zero_vecs.unsqueeze(0) + #### Add non-linearity to numerical attributes - # (batch, n_init_num_attrs, embed_size) + # (batch, n_num_attr_groups, embed_size) ReLU(inplace=True)(init_num_vecs) - # (batch, n_init_num_attrs, embed_size, embed_size) + # (batch, n_num_attr_groups, embed_size, embed_size) in_num_w1 = self.in_num_w1.expand(init_numvals.shape[0], -1, -1, -1) - # (batch, n_init_num_attrs, embed_size) - init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) + self.in_num_bias1.unsqueeze(0) + # (batch, n_num_attr_groups, embed_size) + init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) \ + + self.in_num_bias1.unsqueeze(0) - # (batch, n_init_num_attrs, embed_size) - init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) - # (batch, n_init_attrs, embed size) + # (batch, n_num_attr_groups, 1) + # If any of the init values are NULL in a group, zero it out + # (hence prod vs sum) + init_group_nummasks = (groups_mask * init_nummasks.unsqueeze(1)).prod(dim=-1, keepdim=True) + + # (batch, n_num_attr_groups, embed_size) + init_num_vecs.mul_(init_group_nummasks) + + # (batch, n_init_cat_attrs + n_num_attr_groups, embed size) init_vecs = torch.cat([init_cat_vecs, init_num_vecs], dim=1) # Scale vectors to unit norm ALONG the embedding dimension. - # (batch, n_init_attrs, embed size) + # (batch, n_init_cat_attrs + n_num_attr_groups, embed size) init_vecs = F.normalize(init_vecs, p=2, dim=2) - # (batch, 1, n_init_attrs) + # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_logits = self.attr_W.index_select(0, attr_idxs.view(-1)).unsqueeze(1) - # (batch, 1, n_init_attrs) + # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_weights = Softmax(dim=2)(attr_logits) # (batch, 1, embed size) @@ -884,7 +920,7 @@ def _num_forward(self, combined_init, num_attr_idxs): # (unique attrs, max_num_dim, embed size) pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) # We need to find which index each attr_idx corresponds to in - # dim = 0 of inverse_num_bases. + # dim = 0 of pinverse_num_bases. # e.g. given # unique_num_attr_idxs = [2,5,1] # num_attr_idxs = [[1,5,2,5,1]] @@ -1007,7 +1043,9 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., """ # Returns VIDs to train on. - sampler = VidSampler(self.domain_df, shuffle=shuffle, train_only_clean=train_only_clean) + sampler = VidSampler(self.domain_df, self.ds.get_raw_data(), + self._numerical_attr_groups, + shuffle=shuffle, train_only_clean=train_only_clean) logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", type(self).__name__, @@ -1046,6 +1084,10 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., if cat_targets.shape[0] > 0: batch_loss += self._cat_loss(cat_preds, cat_targets) if target_numvals.shape[0] > 0: + # Note both numval_preds and target_numvals have 0-ed out + # values if the sample's dimension is < max dim. + # TODO: downweight samples that are part of a group of n attributes + # by 1/n. batch_loss += self._num_loss(numval_preds, target_numvals) # Add the negative entropy of the attr_W to the cost: that is @@ -1245,13 +1287,14 @@ def validate(self): logging.debug('%s: running validation set...', type(self).__name__) # Construct DataFrame with inferred values - validation_preds = self.predict_pp_batch(self._validate_df) + validation_preds = list(self.predict_pp_batch(self._validate_df)) df_pred = [] - for vid, is_cat, preds in tqdm(list(validation_preds)): + for vid, is_cat, preds in tqdm(validation_preds): if is_cat: inf_val, inf_prob = max(preds, key=lambda t: t[1]) else: - inf_val, inf_prob = self.env['numerical_sep'].join(map(str, preds)), -1 + # preds is just a float + inf_val, inf_prob = preds, -1 df_pred.append({'_vid_': vid, 'is_cat': is_cat, @@ -1307,12 +1350,12 @@ def validate(self): # Numerical filters and metrics rmse = 0 if n_num: - X_cor = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, '_value_'].values)), - dtype=np.float32) - X_inferred = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, 'inferred_val'].values)), - dtype=np.float32) + X_cor = df_res.loc[~fil_cat, '_value_'].values.astype(np.float) + X_inferred = df_res.loc[~fil_cat, 'inferred_val'].values.astype(np.float) + + assert X_cor.shape == X_inferred.shape - rmse = np.sqrt(np.mean(np.sum((X_cor - X_inferred) ** 2, axis=1))) + rmse = np.sqrt(np.mean((X_cor - X_inferred) ** 2)) # Compile results @@ -1352,7 +1395,7 @@ def validate(self): type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) if val_res['n_num']: - logging.debug("RMSE: %3.f", type(self).__name__, val_res['rmse']) + logging.debug("%s: RMSE: %f", type(self).__name__, val_res['rmse']) return val_res @@ -1386,6 +1429,7 @@ def predict_pp_batch(self, df=None): pred_cat_idx = 0 pred_num_idx = 0 + train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} for idx, is_cat in enumerate(is_categorical.view(-1)): vid = int(vids[idx, 0]) @@ -1396,7 +1440,13 @@ def predict_pp_batch(self, df=None): continue # Real valued prediction - dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() - pred_num = pred_nums[pred_num_idx][:dim+1] + # dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() + + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attr_to_group_idx[attr] + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean pred_num_idx += 1 - yield vid, False, pred_num.detach().numpy() + yield vid, False, pred_num diff --git a/holoclean.py b/holoclean.py index 45967bf38..b65f43788 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,28 +345,27 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_quantization_dict(self, bin_number_dict): + def quantize_numericals(self, num_attr_groups_bins): + """ + :param num_attr_groups_bins: list[tuple] where each tuple consists of + (# of bins, list[str]) where the list[str] is a group of attribues to be + treated as numerical. + """ self.do_quantization = True self.ds.do_quantization = True self.domain_engine.do_quantization = True status, quantize_time, quantized_data = \ - quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict) + quantize_km(self.env, self.ds.get_raw_data(), num_attr_groups_bins) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) - # Do similar thing to store the correct type into db + # Re-store to DB, ensuring numerical values are stored as floats. df_correct_type = quantized_data.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan - # Store n-dimensional values as arrays. Otherwise as floats. - vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), - df_correct_type[attr].values)), dtype=np.float32) - if vals.shape[1] == 1: - df_correct_type[attr] = vals[:,0].tolist() - else: - df_correct_type[attr] = vals.tolist() + df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) From 9a507d87808453cef491fe759759e239c3adca8e Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 19 Apr 2019 23:34:59 -0400 Subject: [PATCH 17/48] Fixed None numerical_attr_groups. --- domain/estimators/tuple_embedding.py | 1 + 1 file changed, 1 insertion(+) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index efb445d48..52a4a83b1 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -591,6 +591,7 @@ def __init__(self, env, dataset, domain_df, self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] + numerical_attr_groups = numerical_attr_groups or [] # Check if train attributes exist if train_attrs is not None: From 4bbe31893a42af0ca3b52f5a8a31e8570cebe4fb Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 20 Apr 2019 12:21:24 -0400 Subject: [PATCH 18/48] Fixed report RMS error and converting to floats for quantization. --- dataset/dataset.py | 8 +------- evaluate/eval.py | 2 +- repair/featurize/embeddingfeat.py | 4 +++- 3 files changed, 5 insertions(+), 9 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 25bd341d1..4c2f53b51 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -136,13 +136,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, for attr in self.categorical_attrs: df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR for attr in self.numerical_attrs: - # Store n-dimensional values as arrays. Otherwise as floats. - vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), - df_correct_type[attr].values)), dtype=np.float32) - if vals.shape[1] == 1: - df_correct_type[attr] = vals[:,0].tolist() - else: - df_correct_type[attr] = vals.tolist() + df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, index_label=None) diff --git a/evaluate/eval.py b/evaluate/eval.py index c9cec2abe..685fda888 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -109,7 +109,7 @@ def eval_report(self, attr=None): # attr is not None and is numerical # or attr is None(query on all attrs) and no categorical if attr is None or attr in self.ds.numerical_attrs: - eval_report_dict['rms'] = self.compute_rms(attr) + eval_report_dict['rms'] = self.compute_rms(attr) or 0. if attr is None or attr in self.ds.categorical_attrs: # if attr in self.ds.categorical_attrs or attr is None diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 6269bd58c..86449a8a9 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -32,6 +32,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) logging.debug('%s: training with %d epochs and %d batch size', self.name, @@ -39,7 +40,8 @@ def specific_setup(self): batch_size) domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') - self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) + self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, + numerical_attr_groups=numerical_attr_groups) dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ From d17442cad655e1ec18b7d04ada2fd18a9f48fa8a Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 28 Apr 2019 11:51:35 -0400 Subject: [PATCH 19/48] Added store_to_fb flag to load_data, added LR schedule to TupleEmbedding, added multiple ground truth in evaluation, changed EmbeddingFeat to return probability instead of embedding vectors. --- dataset/dataset.py | 35 ++++---- domain/domain.py | 3 +- domain/estimators/tuple_embedding.py | 123 +++++++++++++++++---------- evaluate/eval.py | 16 ++-- holoclean.py | 5 ++ repair/featurize/embeddingfeat.py | 44 ++++++---- 6 files changed, 143 insertions(+), 83 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 4c2f53b51..92c9b19b9 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -77,7 +77,7 @@ def __init__(self, name, env): # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, - exclude_attr_cols=None, numerical_attrs=None): + exclude_attr_cols=None, numerical_attrs=None, store_to_db=True): """ load_data takes a CSV file of the initial data, adds tuple IDs (_tid_) to each row to uniquely identify an 'entity', and generates unique @@ -128,32 +128,35 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, all_attrs = self.raw_data.get_attributes() self.categorical_attrs = [attr for attr in all_attrs if attr not in self.numerical_attrs] - # Now df is all in str type, make a copy of df and then - # 1. replace the null values in categorical data - # 2. make the numerical attrs as float - # 3. store the correct type into db (categorical->str, numerical->float) - df_correct_type = df.copy() - for attr in self.categorical_attrs: - df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR - for attr in self.numerical_attrs: - df_correct_type[attr] = df_correct_type[attr].astype(float) + if store_to_db: + # Now df is all in str type, make a copy of df and then + # 1. replace the null values in categorical data + # 2. make the numerical attrs as float + # 3. store the correct type into db (categorical->str, numerical->float) + df_correct_type = df.copy() + for attr in self.categorical_attrs: + df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR + for attr in self.numerical_attrs: + df_correct_type[attr] = df_correct_type[attr].astype(float) - df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, - index_label=None) + df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, + index_label=None) # for df, which is all str # Use NULL_REPR to represent NULL values df.fillna(NULL_REPR, inplace=True) + logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) # Call to store to database status = 'DONE Loading {fname}'.format(fname=os.path.basename(fpath)) - # Generate indexes on attribute columns for faster queries - for attr in self.raw_data.get_attributes(): - # Generate index on attribute - self.raw_data.create_db_index(self.engine,[attr]) + if store_to_db: + # Generate indexes on attribute columns for faster queries + for attr in self.raw_data.get_attributes(): + # Generate index on attribute + self.raw_data.create_db_index(self.engine,[attr]) # Create attr_to_idx dictionary (assign unique index for each attribute) # and attr_count (total # of attributes) diff --git a/domain/domain.py b/domain/domain.py index 1e2a04e8e..edb6b666e 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -202,7 +202,8 @@ def generate_domain(self): if len(dom) <= 1: # Initial value is NULL and we cannot come up with - # a domain; a random domain probably won't help us so + # a domain (note that NULL is not included in the domain); + # a random domain probably won't help us so # completely ignore this cell and continue. # Note if len(dom) == 1, then we generated a single correct # value (since NULL is not included in the domain). diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 52a4a83b1..0d10b15fe 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -7,6 +7,7 @@ import numpy as np import torch from torch.optim import Adam +from torch.optim.lr_scheduler import ReduceLROnPlateau from torch.utils.data import Dataset, DataLoader, Sampler from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F @@ -103,6 +104,7 @@ def __init__(self, env, dataset, domain_df, self._all_attrs = sorted(self.ds.get_attributes()) self._numerical_attrs = verify_numerical_attr_groups(self.ds, numerical_attr_groups) or [] + self._numerical_attr_groups = numerical_attr_groups # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) @@ -200,13 +202,8 @@ def __init__(self, env, dataset, domain_df, # Maps each numerical attribute to a copy of its group (of other # numerical attributes). - self._init_num_attrs_group = {attr: group.copy() for group in - numerical_attr_groups if attr in self._init_num_attrs} - - # Map each numerical attribute (their index) to their respective index - # in the group. - self._train_num_attr_to_group_idx = {attr: group.index(attr) - for group in numerical_attr_groups + self._train_num_attrs_group = {attr: group.copy() for group in + self._numerical_attr_groups for attr in group if attr in self._train_num_attrs} # Number of unique INIT attr-values @@ -222,7 +219,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size self._max_domain = int(domain_df['domain_size'].max()) # Maximum dimension across all numerical attributes. - self._max_num_dim = max(list(map(len, numerical_attr_groups)) or [0]) + self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) self._init_dummies() self._init_memoize_vecs() @@ -300,7 +297,7 @@ def _get_target_numvals(self, idx): target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) # Get the target values for this numerical group. - attr_group = self._init_num_attrs_group[cur['attribute']] + attr_group = self._train_num_attrs_group[cur['attribute']] target_val_strs = [self._raw_data_dict[cur['_tid_']][attr] for attr in attr_group] @@ -502,8 +499,8 @@ def _state_attrs(self): '_init_num_attrs', '_train_cat_attrs', '_train_num_attrs', - '_init_num_attrs_group', - '_train_num_attr_to_group_idx', + '_train_num_attrs_group', + '_numerical_attr_groups', '_num_attrs_mean', '_num_attrs_std', '_n_init_cat_attrs', @@ -564,8 +561,9 @@ def __init__(self, env, dataset, domain_df, numerical_attr_groups=None, memoize=False, neg_sample=True, + learning_rate=0.05, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, - validate_val_col=None): + validate_val_col=None, validate_epoch=None): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing domain values @@ -689,7 +687,8 @@ def __init__(self, env, dataset, domain_df, # For each numerical group we find the linear combination from the # individual vectors. # We also have a learnable zero vector for every numerical group. - self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, + self._embed_size)) self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) @@ -705,7 +704,7 @@ def __init__(self, env, dataset, domain_df, self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): - dim = len(self._dataset._init_num_attrs_group[attr]) + dim = len(self._dataset._train_num_attrs_group[attr]) self.out_num_masks[idx,:dim] = 1. # logits fed into softmax used in weighted sum to combine @@ -737,8 +736,8 @@ def __init__(self, env, dataset, domain_df, # TODO: we use MSE loss for all numerical attributes for now. # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') - self._optimizer = Adam(self.parameters(), lr=self.env['learning_rate'], weight_decay=self.WEIGHT_DECAY) - + self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) + self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', patience=2, verbose=True) # Validation stuff self._do_validation = False @@ -753,8 +752,11 @@ def __init__(self, env, dataset, domain_df, }, axis=1, inplace=True) self._validate_df['_tid_'] = self._validate_df['_tid_'].astype(int) self._validate_df['_value_'] = self._validate_df['_value_'].str.strip().str.lower() + # Merge left so we can still get # of repairs for cells without + # ground truth. self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) + self._validate_df['_value_'].fillna(NULL_REPR, inplace=True) # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: @@ -769,7 +771,17 @@ def __init__(self, env, dataset, domain_df, numerical_attrs) sys.exit(1) + # Log how many cells are actually repairable based on domain generated. + # Cells without ground truth are "not repairable". + fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ + any(v in row['domain'].split('|||') for v in row['_value_'].split('|')), axis=1) + logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", + type(self).__name__, + (fil_repairable & ~self._validate_df['is_clean']).sum(), + fil_repairable.sum()) + self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] + self._validate_epoch = validate_epoch or 1 self._do_validation = True def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): @@ -822,9 +834,12 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, n_num_attr_groups, 1) - # If any of the init values are NULL in a group, zero it out - # (hence prod vs sum) - init_group_nummasks = (groups_mask * init_nummasks.unsqueeze(1)).prod(dim=-1, keepdim=True) + # If any of the init values are NULL in a group, zero it out. + # We do this by multiplying through the groups mask with each + # individual numeric attribute's mask and comparing + # how many numerical attributes got dropped per group. + init_group_nummasks = (groups_mask.sum(dim=-1, keepdim=True) \ + == (groups_mask * init_nummasks.unsqueeze(1)).sum(dim=-1, keepdim=True)).type(torch.FloatTensor) # (batch, n_num_attr_groups, embed_size) init_num_vecs.mul_(init_group_nummasks) @@ -1118,6 +1133,10 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., type(self).__name__, sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) + if self._do_validation and epoch_idx % self._validate_epoch == 0: + res = self.validate() + self._scheduler.step(res['precision_dk']) + return batch_losses def _get_dataset_vecs(self, vids): @@ -1252,9 +1271,13 @@ def load_model(self, prefix): self._dataset.load_state(pickle.load(f)) return True - def dump_predictions(self, prefix): + def dump_predictions(self, prefix, include_probas=False): """ - Dump inference results to ":param:`prefix`_predictions.pkl". + Dump inference results to ":param:`prefix`_predictions.pkl" (if not None). + Returns the dataframe of results. + + include_probas = True will include all domain values and their prediction + probabilities for categorical attributes. """ preds = self.predict_pp_batch() @@ -1262,27 +1285,38 @@ def dump_predictions(self, prefix): type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): - assert vid == row['_vid_'] - if is_cat: - max_val, max_proba = max(pred, key=lambda t: t[1]) - results.append({'tid': row['_tid_'], - 'vid': vid, - 'attribute': row['attribute'], - 'inferred_val': max_val, - 'proba': max_proba}) - else: - num_pred = self.env['numerical_sep'].join(map(str, pred)) - results.append({'tid': row['_tid_'], - 'vid': vid, - 'attribute': row['attribute'], - 'inferred_val': num_pred, - 'proba': -1}) + assert vid == row['_vid_'] + if is_cat: + # Include every domain value and their predicted probabilities + if include_probas: + for val, proba in pred: + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': val, + 'proba': proba}) + else: + max_val, max_proba = max(pred, key=lambda t: t[1]) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': max_val, + 'proba': max_proba}) + else: + num_pred = self.env['numerical_sep'].join(map(str, pred)) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': num_pred, + 'proba': -1}) results = pd.DataFrame(results) - fpath = '{}_predictions.pkl'.format(prefix) - logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) - results.to_pickle(fpath) + if prefix is not None: + fpath = '{}_predictions.pkl'.format(prefix) + logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) + results.to_pickle(fpath) + return results def validate(self): logging.debug('%s: running validation set...', type(self).__name__) @@ -1308,7 +1342,7 @@ def validate(self): # General filters and metrics fil_dk = ~df_res['is_clean'] fil_cat = df_res['is_cat'] - fil_grdth = df_res['_value_'].notnull() + fil_grdth = df_res['_value_'] != NULL_REPR if (~fil_grdth).sum(): logging.debug('%s: there are %d cells with no validation ground truth', @@ -1321,9 +1355,12 @@ def validate(self): n_cat_dk = (fil_dk & fil_cat).sum() n_num_dk = (fil_dk & ~fil_cat).sum() + ### Handle multiple correct values by splitting on '|' # Categorical filters and metrics - fil_err = (df_res['init_value'] != df_res['_value_']) & fil_cat & fil_grdth - fil_cor = (df_res['inferred_val'] == df_res['_value_']) & fil_cat & fil_grdth + fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ + row['init_value'] not in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ + row['inferred_val'] in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() @@ -1445,7 +1482,7 @@ def predict_pp_batch(self, df=None): # Find the z-score and map it back to its actual value attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attr_to_group_idx[attr] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) mean = self._dataset._num_attrs_mean[attr] std = self._dataset._num_attrs_std[attr] pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean diff --git a/evaluate/eval.py b/evaluate/eval.py index 685fda888..b4d812346 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -22,7 +22,7 @@ 'FROM "$init_table" as t1, "$grdt_table" as t2 ' \ 'WHERE t1._tid_ = t2._tid_ ' \ ' AND t2._attribute_ = \'$attr\' ' \ - ' AND t1."$attr" != t2._value_') + ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') """ The 'errors' aliased subquery returns the (_tid_, _attribute_, _value_) @@ -39,10 +39,10 @@ ' FROM "$init_table" as t1, "$grdt_table" as t2 ' ' WHERE t1._tid_ = t2._tid_ ' ' AND t2._attribute_ = \'$attr\' ' - ' AND t1."$attr" != t2._value_ ) as errors, "$inf_dom" as repairs ' + ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))) as errors, "$inf_dom" as repairs ' 'WHERE errors._tid_ = repairs._tid_ ' ' AND errors._attribute_ = repairs.attribute ' - ' AND errors._value_ = repairs.rv_value') + ' AND repairs.rv_value = ANY(string_to_array(regexp_replace(errors._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') """ @@ -219,7 +219,7 @@ def compute_total_repairs_grdt(self, attr=None): query = """ SELECT - (t1.init_value = t3._value_) AS is_correct, + (t1.init_value = ANY(string_to_array(regexp_replace(t3._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) AS is_correct, count(*) FROM "{}" as t1, "{}" as t2, "{}" as t3 WHERE t1._tid_ = t2._tid_ @@ -304,7 +304,7 @@ def compute_detected_errors(self, attr=None): " WHERE t1._tid_ = t2._tid_ " \ " AND t1._cid_ = t3._cid_ " \ " AND t1.attribute = t2._attribute_ " \ - " AND t1.init_value != t2._value_ " \ + " AND NOT t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\')) " \ " AND {}) AS t".format(AuxTables.cell_domain.name, self.clean_data.name, AuxTables.dk_cells.name, @@ -415,10 +415,10 @@ def log_weak_label_stats(self): select (t3._tid_ is NULL) as clean, (t1.fixed) as status, - (t1.init_value = t2._value_) as init_eq_grdth, - (t1.weak_label = t2._value_) as wl_eq_grdth, + (t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as init_eq_grdth, + (t1.weak_label = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as wl_eq_grdth, (t1.weak_label = t4.rv_value) as wl_eq_infer, - (t2._value_ = t4.rv_value) as infer_eq_grdth, + (t4.rv_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as infer_eq_grdth, count(*) as count from "{cell_domain}" as t1, diff --git a/holoclean.py b/holoclean.py index b65f43788..2e1102e4c 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,6 +345,11 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) + def disable_quantize(self): + self.do_quantization = False + self.ds.do_quantization = False + self.domain_engine.do_quantization = False + def quantize_numericals(self, num_attr_groups_bins): """ :param num_attr_groups_bins: list[tuple] where each tuple consists of diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 86449a8a9..a9c9db513 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -4,6 +4,7 @@ import sys import torch +from torch.nn import Softmax from .featurizer import Featurizer from dataset import AuxTables @@ -22,6 +23,7 @@ class EmbeddingFeaturizer(Featurizer): """ DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 + DEFAULT_LR = 0.05 def specific_setup(self): self.name = 'EmbeddingFeaturizer' @@ -32,7 +34,13 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) + validate_fpath = self.addn_kwargs.get('validate_fpath', None) + validate_tid_col = self.addn_kwargs.get('validate_tid_col', 'tid') + validate_attr_col = self.addn_kwargs.get('validate_attr_col', 'attribute') + validate_val_col = self.addn_kwargs.get('validate_val_col', 'correct_val') + validate_epoch = self.addn_kwargs.get('validate_epoch', 1) logging.debug('%s: training with %d epochs and %d batch size', self.name, @@ -41,7 +49,13 @@ def specific_setup(self): domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, - numerical_attr_groups=numerical_attr_groups) + numerical_attr_groups=numerical_attr_groups, + learning_rate=learning_rate, + validate_fpath=validate_fpath, + validate_tid_col=validate_tid_col, + validate_attr_col=validate_attr_col, + validate_val_col=validate_val_col, + validate_epoch=validate_epoch) dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ @@ -59,14 +73,10 @@ def specific_setup(self): def create_tensor(self): """ - For a batch of vids, returns a batch of learned embeddings for each of its - domain values. - - That is returns a (batch, max domain, 2 * embed_size + 1) tensor where - the first embed_size features are the context vectors (same for a given - batch) and the next embed_size features are the "target" vectors (unique - for each domain value), and the last feature is the bias for - the target vector. + For a batch of vids, returns a batch of softmax probabilities for each + domain value learned by an embedding model. + + That is returns a (batch, max domain, 1) tensor. """ vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() @@ -82,12 +92,16 @@ def create_tensor(self): assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() - # (# of vids, max domain, 2 * embed_size + 1) - combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) + # (# of vids, max domain, 1) + logits = (target_vecs[:,:,:-1] * context_vecs).sum(dim=-1, keepdim=True) + target_vecs[:,:,-1:] + # Logits without an actual domain value needs to be negative large number + logits[(target_vecs[:,:,:-1] == 0.).all(dim=-1, keepdim=True)] = -1e9 + + # (# of vids, max domain, 1) + probs = Softmax(dim=1)(logits) + return probs + - return combined_vecs def feature_names(self): - return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_bias"] + return ["Embedding_Proba"] From 5a0af23938730d2f46fdb7890cc236dee029e792 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 30 Apr 2019 13:34:01 -0400 Subject: [PATCH 20/48] Pre-split domain and ground truth values. --- domain/estimators/tuple_embedding.py | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 0d10b15fe..ca2caf297 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -281,7 +281,7 @@ def _get_domain_idxs(self, idx): domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] - for val in cur['domain'].split('|||')]) + for val in cur['domain']]) if not self.memoize: return domain_idxs @@ -479,7 +479,7 @@ def domain_values(self, vid): idx = self._vid_to_idx[vid] cur = self._train_records[idx] assert cur['attribute'] in self._train_cat_attrs - return cur['domain'].split('|||') + return cur['domain'] def _state_attrs(self): """ @@ -586,6 +586,8 @@ def __init__(self, env, dataset, domain_df, """ torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + # Pre-split domain. + self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -757,6 +759,8 @@ def __init__(self, env, dataset, domain_df, self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) self._validate_df['_value_'].fillna(NULL_REPR, inplace=True) + # | separated correct values + self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: @@ -774,7 +778,7 @@ def __init__(self, env, dataset, domain_df, # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ - any(v in row['domain'].split('|||') for v in row['_value_'].split('|')), axis=1) + any(v in row['domain'] for v in row['_value_']), axis=1) logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", type(self).__name__, (fil_repairable & ~self._validate_df['is_clean']).sum(), @@ -1355,12 +1359,11 @@ def validate(self): n_cat_dk = (fil_dk & fil_cat).sum() n_num_dk = (fil_dk & ~fil_cat).sum() - ### Handle multiple correct values by splitting on '|' # Categorical filters and metrics fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['init_value'] not in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['inferred_val'] in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() From 211bab391342a16a2d527101a6b1cb2d012eae67 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 1 May 2019 00:35:43 -0400 Subject: [PATCH 21/48] Fixed batch size argument in EmbeddingFeaturizer. --- domain/estimators/tuple_embedding.py | 5 ++--- repair/featurize/embeddingfeat.py | 2 +- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index ca2caf297..c41eb5c5b 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -762,10 +762,10 @@ def __init__(self, env, dataset, domain_df, # | separated correct values self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') + fil_notnull = self._validate_df['_value_'] != NULL_REPR # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: fil_attr = self._validate_df['attribute'].isin(numerical_attrs) - fil_notnull = self._validate_df['_value_'] != NULL_REPR fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): @@ -777,8 +777,7 @@ def __init__(self, env, dataset, domain_df, # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". - fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ - any(v in row['domain'] for v in row['_value_']), axis=1) + fil_repairable = self._validate_df[fil_notnull].apply(lambda row: any(v in row['domain'] for v in row['_value_']), axis=1) logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", type(self).__name__, (fil_repairable & ~self._validate_df['is_clean']).sum(), diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index a9c9db513..ac18682b3 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -33,7 +33,7 @@ def specific_setup(self): self.name) epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) - batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) validate_fpath = self.addn_kwargs.get('validate_fpath', None) From 5c940a53a9b4bc4d892f9616ae0954bf80668da4 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 1 May 2019 03:00:48 -0400 Subject: [PATCH 22/48] Removed numerical_attrs reference from Table. --- dataset/dataset.py | 3 +-- dataset/table.py | 5 +---- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 92c9b19b9..144078feb 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -110,8 +110,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, # Load raw CSV file/data into a Postgres table 'name' (param). self.raw_data = Table(name, Source.FILE, na_values=na_values, - exclude_attr_cols=exclude_attr_cols, fpath=fpath, - numerical_attrs=numerical_attrs) + exclude_attr_cols=exclude_attr_cols, fpath=fpath) df = self.raw_data.df # Add _tid_ column to dataset that uniquely identifies an entity. diff --git a/dataset/table.py b/dataset/table.py index 4fca8b782..4d9d9c786 100644 --- a/dataset/table.py +++ b/dataset/table.py @@ -16,8 +16,7 @@ class Table: A wrapper class for Dataset Tables. """ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], - fpath=None, df=None, schema_name=None, table_query=None, db_engine=None, - numerical_attrs=None): + fpath=None, df=None, schema_name=None, table_query=None, db_engine=None): """ :param name: (str) name to assign to dataset. :param na_values: (str or list[str]) values to interpret as NULL. @@ -49,8 +48,6 @@ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], # TODO(richardwu): use COPY FROM instead of loading this into memory self.df = pd.read_csv(fpath, dtype=str, na_values=na_values, encoding='utf-8') - # handle numerical values - numerical_attrs = numerical_attrs or [] # Normalize the dataframe: drop null columns, convert to lowercase strings, and strip whitespaces. for attr in self.df.columns.values: if self.df[attr].isnull().all(): From e5e01d056d8302fea22feffcff057e00b096c85f Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 5 May 2019 10:36:37 -0400 Subject: [PATCH 23/48] Fix to how multi-ground truth is handled. Use simplified numerical regression TupleEmbedding with nonlinearity. --- detect/detect.py | 16 +- domain/domain.py | 7 + domain/estimators/tuple_embedding.py | 252 ++++++++++++++++++--------- evaluate/eval.py | 18 +- holoclean.py | 29 ++- repair/featurize/embeddingfeat.py | 21 ++- 6 files changed, 224 insertions(+), 119 deletions(-) diff --git a/detect/detect.py b/detect/detect.py index 556f12305..3ba151c85 100644 --- a/detect/detect.py +++ b/detect/detect.py @@ -32,15 +32,13 @@ def detect_errors(self, detectors): errors.append(error_df) # Get unique errors only that might have been detected from multiple detectors. - errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) - if errors_df.shape[0]: - errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) - logging.info("detected %d potentially erroneous cells", errors_df.shape[0]) + self.errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) + if self.errors_df.shape[0]: + self.errors_df['_cid_'] = self.errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) + logging.info("detected %d potentially erroneous cells", self.errors_df.shape[0]) # Store errors to db. - self.store_detected_errors(errors_df) - # Store the active attributes to Dataset. - self.store_active_attributes(errors_df) + self.store_detected_errors(self.errors_df) status = "DONE with error detection." toc_total = time.clock() detect_time = toc_total - tic_total @@ -51,8 +49,4 @@ def store_detected_errors(self, errors_df): raise Exception("ERROR: Detected errors dataframe is empty.") self.ds.generate_aux_table(AuxTables.dk_cells, errors_df, store=True) self.ds.aux_table[AuxTables.dk_cells].create_db_index(self.ds.engine, ['_cid_']) - - def store_active_attributes(self, errors_df): - if errors_df.empty: - raise Exception("ERROR: Detected errors dataframe is empty.") self.ds._active_attributes = sorted(errors_df['attribute'].unique()) diff --git a/domain/domain.py b/domain/domain.py index edb6b666e..c14316a1b 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -69,6 +69,13 @@ def compute_correlations(self): self.correlations = compute_norm_cond_entropy_corr(data_df, self.ds.get_attributes(), self.ds.get_attributes()) + df_corrs = pd.DataFrame.from_dict(self.correlations, orient='columns') + df_corrs.index.name = 'cond_attr' + df_corrs.columns.name = 'attr' + pd.set_option('display.max_columns', len(df_corrs.columns)) + pd.set_option('display.max_rows', len(df_corrs.columns)) + logging.debug("correlations:\n%s", df_corrs) + logging.debug("summary of correlations:\n%s", df_corrs.describe()) def store_domains(self, domain): """ diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index c41eb5c5b..413666ad4 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -17,8 +17,7 @@ from ..estimator import Estimator from utils import NULL_REPR -def nonnumerics(env): - return "[^0-9+-" + env['numerical_sep'] + "]" +NONNUMERICS = "[^0-9+-.]" def verify_numerical_attr_groups(dataset, numerical_attr_groups): """ @@ -35,12 +34,12 @@ def verify_numerical_attr_groups(dataset, numerical_attr_groups): logging.error('all numerical attributes specified %s must exist in dataset: %s', numerical_attr_groups, dataset.get_attributes()) - sys.exit(1) + raise Exception() if len(set(numerical_attrs)) < len(numerical_attrs): logging.error('all attribute groups specified %s must be disjoint in dataset', numerical_attr_groups) - sys.exit(1) + raise Exception() return numerical_attrs @@ -519,21 +518,28 @@ def load_state(self, state): class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, - shuffle=True, train_only_clean=True): + shuffle=True, train_only_clean=False): # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] - # No NULL numerical groups (all must be non-null) + # No NULL values in each cell's numerical group (all must be non-null + # since target_numvals requires all numerical values. if numerical_attr_groups: raw_data_dict = raw_df.set_index('_tid_').to_dict('index') - def all_notnull(tid, attrs): - return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attrs) - for attrs in numerical_attr_groups: - fil_notnull = domain_df['_tid_'].apply(all_notnull, args=(attrs,)) - if sum(fil_notnull) < domain_df.shape[0]: - logging.warning('dropping %d targets since values numerical group %s contain NULLs', - domain_df.shape[0] - sum(fil_notnull), - attrs) + attr_to_group = {attr: group for group in numerical_attr_groups + for attr in group} + def group_notnull(row): + tid = row['_tid_'] + cur_attr = row['attribute'] + # Non-numerical cell: return true + if cur_attr not in attr_to_group: + return True + return all(raw_data_dict[tid][attr] != NULL_REPR + for attr in attr_to_group[cur_attr]) + fil_notnull = domain_df.apply(group_notnull, axis=1) + if sum(fil_notnull) < domain_df.shape[0]: + logging.warning('dropping %d targets where target\'s numerical group contain NULLs', + domain_df.shape[0] - sum(fil_notnull)) domain_df = domain_df[fil_notnull] # Train on only clean cells @@ -600,7 +606,7 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, train_attrs, self.ds.get_attributes()) - sys.exit(1) + raise Exception() # Remove domain/training cells without a domain # TODO: relax for numerical @@ -615,19 +621,19 @@ def __init__(self, env, dataset, domain_df, ### Numerical attribute groups validation checks self._numerical_attr_groups = numerical_attr_groups.copy() - numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) + self._numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) # Verify numerical dimensions are not bigger than the embedding size if max(list(map(len, numerical_attr_groups)) or [0]) > self._embed_size: logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", type(self).__name__, max(list(map(len, numerical_attr_groups)) or [0]), self._embed_size) - sys.exit(1) + raise Exception() # Convert non numerical init values in numerical attributes with _nan_. - if numerical_attrs is not None: - fil_attr = self.domain_df['attribute'].isin(numerical_attrs) + if self._numerical_attrs is not None: + fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains(nonnumerics(self.env)) + fil_notnumeric = self.domain_df['init_value'].str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR @@ -698,8 +704,14 @@ def __init__(self, env, dataset, domain_df, self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) + # out_num_zeros_vecs may not be necessary self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) + # Non-linearity for combined_init for each numerical attr + self.out_num_w1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._embed_size)) + self.out_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + # Mask for _num_forward to restrict which dimensions are active for each attribute. # Hadamard/elementwise multiply this mask. @@ -728,9 +740,12 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.in_num_bases) torch.nn.init.xavier_uniform_(self.in_num_w1) torch.nn.init.xavier_uniform_(self.in_num_bias1) + if self._n_train_num_attrs > 0: torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) + torch.nn.init.xavier_uniform_(self.out_num_w1) + torch.nn.init.xavier_uniform_(self.out_num_bias1) torch.nn.init.xavier_uniform_(self.attr_W) @@ -762,18 +777,19 @@ def __init__(self, env, dataset, domain_df, # | separated correct values self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') - fil_notnull = self._validate_df['_value_'] != NULL_REPR + fil_notnull = self._validate_df['_value_'].apply(lambda arr: arr != [NULL_REPR]) + # Raise error if validation set has non-numerical values for numerical attrs - if numerical_attrs is not None: - fil_attr = self._validate_df['attribute'].isin(numerical_attrs) - fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) + if self._numerical_attrs is not None: + fil_attr = self._validate_df['attribute'].isin(self._numerical_attrs) + fil_notnumeric = self._validate_df['_value_'].apply(lambda arr: arr[0]).str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', type(self).__name__, bad_numerics.sum(), - numerical_attrs) - sys.exit(1) + self._numerical_attrs) + raise Exception() # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". @@ -783,7 +799,7 @@ def __init__(self, env, dataset, domain_df, (fil_repairable & ~self._validate_df['is_clean']).sum(), fil_repairable.sum()) - self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] + self._validate_df = self._validate_df[['_vid_', 'attribute', 'init_value', '_value_', 'is_clean']] self._validate_epoch = validate_epoch or 1 self._do_validation = True @@ -903,6 +919,8 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): def _num_forward(self, combined_init, num_attr_idxs): """ + batch is actually "# of num cells". + combined_init: (batch, embed size, 1) num_attr_idxs: (batch, 1) @@ -923,14 +941,39 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, max num dim) normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + + ### Temporary: just project and take the value + + # Apply non-linearity + # (batch, embed size, embed size) + out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) + # (batch, 1, embed size) + out_num_bias1 = self.out_num_bias1.index_select(0, num_attr_idxs.view(-1)).unsqueeze(1) + # (batch, 1, embed size) + combined_init2 = combined_init.view(-1, 1, self._embed_size).matmul(out_num_w1) + out_num_bias1 + # (batch, embed size, 1) + combined_init2 = combined_init2.view(-1, self._embed_size, 1) + + # (batch, max num dim) + pred_numvals = (combined_init2 * normed_out_num_bases).sum(dim=1) + pred_numvals.mul_(out_num_masks) + + return pred_numvals + + + + + + # Project combined_init onto basis vectors: # That is given normalized basis vectors v_1,...v_n the projection # of vector c is # c' = \sum_{i=1}^n (c \cdot v_i) v_i - # (batch, embed size, max num dim) # We perform the dot product by multiplying element-wise then # summing ALONG THE EMBEDDING DIMENSION. # We then project it back onto the normed basis vectors + # (batch, embed size, max num dim) projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases # (batch, embed size, 1) projected_inits = projected_inits.sum(dim=2, keepdim=True) @@ -1047,7 +1090,7 @@ def _num_attr_idxs(self, is_categorical, attr_idxs): return num_attr_idxs def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., - shuffle=True, train_only_clean=True): + shuffle=True, train_only_clean=False): """ :param num_epochs: (int) number of epochs to train for :param batch_size: (int) size of batches @@ -1058,7 +1101,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., attributes. Recommended values between 0 to 0.5. :param shuffle: (bool) shuffle the dataset while training :param train_only_clean: (bool) train only on clean cells not marked by - error detection + error detection. Recommend False if error detector is very liberal. """ # Returns VIDs to train on. @@ -1180,9 +1223,16 @@ def get_context_vecs(self, vids): def get_target_vecs(self, vids): """ - Returns a (# of vids, max domain values, embed_size + 1) the target - DETACHED pytorch tensors for each domain value for each VID (+1 for - bias). + Returns ((1), (2), (3)) DETACHED pytorch vectors. + + + (1): (# of vids, max domain values, embed_size) the target + tensors for each domain value for each VID (CATEGORICAL cells). + + (2): (# of vids, max domain values, 1) the bias for the target vector + (CATEGORICAL cells). + + (3): (# of cats) indices of categorical cells. Note for each VID the domain target vectors are padded up to the maximum domain size. @@ -1193,43 +1243,57 @@ def get_target_vecs(self, vids): # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) - # TODO: should we also return the biases? - # (batch, max_domain, embed_size) + # (# of cats, max_domain, embed_size) target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, self._embed_size) - - # Replace the target vectors with our numerical spanned vector if - # we have numerical values. - if len(num_masks): - # (# of num, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - - # (batch, embed_size, max num dim) - out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) - # (batch, max num dim) - out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) - # (batch, embed_size, max num dim) - out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - # (batch, embed_size, 1) - num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) - # (batch, 1, embed_size) - num_vecs = num_vecs.view(-1, 1, self._embed_size) - # (batch, self._max_domain, embed_size) - num_vecs = num_vecs.expand(-1, self._max_domain, -1) - - target_vecs[num_masks] = num_vecs[num_masks] - - # TODO: mask/handle numeric bias. Note this should still select - # the 0th bias which is 0 - # (batch, max_domain, 1) + # (# of cats, max_domain, 1) target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, 1) - # (batch, max_domain, embed_size + 1) - target_vecs = torch.cat([target_vecs, target_bias], dim=-1) - # (batch, max_domain, embed_size + 1) - return target_vecs.detach() + # Zero out target vectors for numerical values for now since + # there is no concept of target vectors for numerical cells. + target_vecs[num_masks] = 0. + target_bias[num_masks] = 0. + + return target_vecs.detach(), target_bias.detach(), cat_masks.detach() + + # # Select target vector and bias for CATEGORICAL cells + # cat_vecs = torch.FloatTensor(0, self._max_domain, self._embed_size) + # cat_bias = torch.FloatTensor(0, self._max_domain, 1) + # if len(cat_masks): + # # (# of cats, max_domain) + # domain_idxs = domain_idxs.index_select(0, cat_masks) + # # (# of cats, max_domain, embed_size) + # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ + # .view(*domain_idxs.shape, self._embed_size) + # # (# of cats, max_domain, 1) + # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ + # .view(*domain_idxs.shape, 1) + # There is no "target vector" for NUMERICAL cells since we do + # pseudo-regression with the context vector. Ignore for now. + # # Select target vector and bias for NUMERICAL cells + # num_vecs = torch.FloatTensor(0, 1, self._embed_size) + # if len(num_masks): + # # (# of num, max num dim) + # target_numvals = target_numvals.index_select(0, num_masks) + + # # (# of num, 1) + # num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # # (# of num, embed_size, max num dim) + # out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) + # # (# of num, max num dim) + # out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) + # # (# of num, embed_size, max num dim) + # out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # # (# of num, embed_size, 1) + # num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) + # # (# of num, 1, embed_size) + # num_vecs = num_vecs.view(-1, 1, self._embed_size) + # return cat_vecs.detach(), \ + # cat_bias.detach(), \ + # num_vecs.detach() def _model_fpaths(self, prefix): return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix @@ -1269,17 +1333,18 @@ def load_model(self, prefix): logging.debug('%s: loading saved model from %s and %s', type(self).__name__, sdict_fpath, ds_fpath) - self.load_state_dict(torch.load(sdict_fpath)) + # strict=False to allows backwards compat + self.load_state_dict(torch.load(sdict_fpath), strict=False) with open(ds_fpath, 'rb') as f: self._dataset.load_state(pickle.load(f)) return True - def dump_predictions(self, prefix, include_probas=False): + def dump_predictions(self, prefix, include_all=False): """ Dump inference results to ":param:`prefix`_predictions.pkl" (if not None). Returns the dataframe of results. - include_probas = True will include all domain values and their prediction + include_all = True will include all domain values and their prediction probabilities for categorical attributes. """ preds = self.predict_pp_batch() @@ -1291,7 +1356,7 @@ def dump_predictions(self, prefix, include_probas=False): assert vid == row['_vid_'] if is_cat: # Include every domain value and their predicted probabilities - if include_probas: + if include_all: for val, proba in pred: results.append({'tid': row['_tid_'], 'vid': vid, @@ -1306,11 +1371,10 @@ def dump_predictions(self, prefix, include_probas=False): 'inferred_val': max_val, 'proba': max_proba}) else: - num_pred = self.env['numerical_sep'].join(map(str, pred)) results.append({'tid': row['_tid_'], 'vid': vid, 'attribute': row['attribute'], - 'inferred_val': num_pred, + 'inferred_val': pred, 'proba': -1}) results = pd.DataFrame(results) @@ -1345,7 +1409,7 @@ def validate(self): # General filters and metrics fil_dk = ~df_res['is_clean'] fil_cat = df_res['is_cat'] - fil_grdth = df_res['_value_'] != NULL_REPR + fil_grdth = df_res['_value_'].apply(lambda arr: arr != [NULL_REPR]) if (~fil_grdth).sum(): logging.debug('%s: there are %d cells with no validation ground truth', @@ -1359,10 +1423,10 @@ def validate(self): n_num_dk = (fil_dk & ~fil_cat).sum() # Categorical filters and metrics - fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth - fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth + fil_err = df_res.apply(lambda row: row['init_value'] not in row['_value_'], + axis=1) & fil_cat & fil_grdth + fil_cor = df_res.apply(lambda row: row['inferred_val'] in row['_value_'], + axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() @@ -1387,16 +1451,27 @@ def validate(self): precision_dk = n_cor_repair_dk / max(n_repair_dk, 1) repair_recall = n_cor_repair_dk / max(detected_err, 1) - # Numerical filters and metrics - rmse = 0 - if n_num: - X_cor = df_res.loc[~fil_cat, '_value_'].values.astype(np.float) - X_inferred = df_res.loc[~fil_cat, 'inferred_val'].values.astype(np.float) + def calc_rmse(df_filter): + if df_filter.sum() == 0: + return 0 + X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0]).values.astype(np.float) + X_inferred = df_res.loc[df_filter, 'inferred_val'].values.astype(np.float) assert X_cor.shape == X_inferred.shape + return np.sqrt(np.mean((X_cor - X_inferred) ** 2)) - rmse = np.sqrt(np.mean((X_cor - X_inferred) ** 2)) - + # Numerical metrics (RMSE) + rmse = 0 + rmse_dk = 0 + rmse_by_attr = {} + rmse_dk_by_attr = {} + if n_num: + rmse = calc_rmse(~fil_cat) + rmse_dk = calc_rmse(~fil_cat & fil_dk) + for attr in self._numerical_attrs: + fil_attr = df_res['attribute'] == attr + rmse_by_attr[attr] = calc_rmse(fil_attr) + rmse_dk_by_attr[attr] = calc_rmse(fil_attr & fil_dk) # Compile results val_res = {'n_cat': n_cat, @@ -1413,6 +1488,9 @@ def validate(self): 'precision_dk': precision_dk, 'repair_recall': repair_recall, 'rmse': rmse, + 'rmse_dk': rmse_dk, + 'rmse_by_attr': rmse_by_attr, + 'rmse_dk_by_attr': rmse_dk_by_attr, } logging.debug("%s: # categoricals: (all) %d, (DK) %d", @@ -1435,7 +1513,13 @@ def validate(self): type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) if val_res['n_num']: - logging.debug("%s: RMSE: %f", type(self).__name__, val_res['rmse']) + logging.debug("%s: RMSE: (all) %f, (DK) %f", type(self).__name__, + val_res['rmse'], val_res['rmse_dk']) + logging.debug("%s: RMSE per attr:", type(self).__name__) + for attr in self._numerical_attrs: + logging.debug("\t'%s': (all) %f, (DK) %f", attr, + val_res['rmse_by_attr'].get(attr, np.nan), + val_res['rmse_dk_by_attr'].get(attr, np.nan)) return val_res diff --git a/evaluate/eval.py b/evaluate/eval.py index b4d812346..0f6839b2c 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -13,7 +13,7 @@ report_name_list = ['precision', 'recall', 'repair_recall', 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', 'total_repairs', 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect', - 'rms'] + 'rmse'] EvalReport = namedtuple('EvalReport', report_name_list) EvalReport.__new__.__defaults__ = (0,) * len(report_name_list) @@ -46,9 +46,9 @@ """ -Calculates RMS error for the given attribute. +Calculates RMSE error for the given attribute. """ -rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' +rmse_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' '"$grdt_table" as grdt, "$inf_dom" as repairs ' 'WHERE grdt._tid_ = repairs._tid_ ' ' AND grdt._attribute_ = repairs.attribute' @@ -100,7 +100,7 @@ def eval_report(self, attr=None): """ Returns an EvalReport named tuple containing the experiment results. :param attr: if attr is not None, compute results for attr: - if attr is numerical, then only report rms + if attr is numerical, then only report rmse if attr is categorical, then report precision, recall etc. if attr is None, compute results for all attrs """ @@ -109,7 +109,7 @@ def eval_report(self, attr=None): # attr is not None and is numerical # or attr is None(query on all attrs) and no categorical if attr is None or attr in self.ds.numerical_attrs: - eval_report_dict['rms'] = self.compute_rms(attr) or 0. + eval_report_dict['rmse'] = self.compute_rmse(attr) or 0. if attr is None or attr in self.ds.categorical_attrs: # if attr in self.ds.categorical_attrs or attr is None @@ -143,11 +143,11 @@ def eval_report(self, attr=None): "Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, " \ "Total Repairs on correct cells (Grdth present) = %d, " \ "Total Repairs on incorrect cells (Grdth present) = %d, " \ - "RMS = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, + "RMSE = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, report.detected_errors, report.total_errors, report.correct_repairs, report.total_repairs, report.total_repairs_grdt_correct, report.total_repairs_grdt_incorrect, - report.rms) + report.rmse) if attr: report_str = "# Attribute:{};{}".format(attr, report_str) @@ -342,7 +342,7 @@ def compute_correct_repairs(self, attr=None): return correct_repairs - def compute_rms(self, attr=None): + def compute_rmse(self, attr=None): """ Should check all the dk_cells in numerical attributes compute RMS error for all dk_cells in numerical attributes @@ -355,7 +355,7 @@ def compute_rms(self, attr=None): query_attrs = [attr] if attr else self.ds.numerical_attrs query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] query_attrs_sql = '(%s)' % ','.join(query_attrs_str) - query = rms_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, + query = rmse_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, attrs_list=query_attrs_sql) res = self.ds.engine.execute_query(query) diff --git a/holoclean.py b/holoclean.py index 2e1102e4c..5bae65863 100644 --- a/holoclean.py +++ b/holoclean.py @@ -4,8 +4,9 @@ import torch import numpy as np +import pandas as pd -from dataset import Dataset, Table, Source +from dataset import Dataset, Table, Source, AuxTables from dcparser import Parser from domain import DomainEngine from detect import DetectEngine @@ -14,6 +15,7 @@ from dataset.quantization import quantize_km from utils import NULL_REPR + logging.basicConfig(format="%(asctime)s - [%(levelname)5s] - %(message)s", datefmt='%H:%M:%S') root_logger = logging.getLogger() gensim_logger = logging.getLogger('gensim') @@ -185,12 +187,6 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), - (('-ns', '--numerical_sep'), - {'metavar': 'NUMERICAL_SEP', - 'dest': 'numerical_sep', - 'default': '|', - 'type': str, - 'help': 'Delimiter for numerical attributes.'}), ] # Flags for Holoclean mode @@ -435,3 +431,22 @@ def evaluate(self, fpath, tid_col, attr_col, val_col, na_values=None): logging.info(status) logging.debug('Time to generate report: %.2f secs', report_time) return eval_report + + def get_predictions(self): + """ + Returns a dataframe with 3 columns: + - tid, attribute, inferred_val, proba + """ + + query = """ + SELECT + _tid_, attribute, inferred_val, prob + FROM {dom} + INNER JOIN {inf_vals} USING(_vid_) + """.format(inf_vals=AuxTables.inf_values_idx.name, + dom=AuxTables.cell_domain.name) + res = self.ds.engine.execute_query(query) + df_preds = pd.DataFrame(res, + columns=['tid', 'attribute', 'inferred_val', 'proba'], + dtype=str) + return df_preds diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index ac18682b3..e8a9dbfee 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -24,6 +24,7 @@ class EmbeddingFeaturizer(Featurizer): DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 DEFAULT_LR = 0.05 + DEFAULT_WEIGHT_LAMBDA = 0. def specific_setup(self): self.name = 'EmbeddingFeaturizer' @@ -34,6 +35,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) + weight_lambda = self.addn_kwargs.get('weight_lambda', self.DEFAULT_WEIGHT_LAMBDA) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) validate_fpath = self.addn_kwargs.get('validate_fpath', None) @@ -60,7 +62,7 @@ def specific_setup(self): dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ or not self.embedding_model.load_model(dump_prefix): - self.embedding_model.train(epochs, batch_size) + self.embedding_model.train(epochs, batch_size, weight_entropy_lambda=weight_lambda) if dump_prefix is not None: self.embedding_model.dump_model(dump_prefix) @@ -78,24 +80,27 @@ def create_tensor(self): That is returns a (batch, max domain, 1) tensor. """ - vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_').reset_index(drop=True) + + vids = domain_df['_vid_'] # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size + 1) - target_vecs = self.embedding_model.get_target_vecs(vids) + # (# of vids, max domain, embed_size), (# of vids, max domain, 1), (# of cats) + target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) # (# of vids, max domain, embed_size) context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain # values actually in each VID. - assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() - == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() + # Note we omit the bias since the bias is 0 for numerical values. + assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() + == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() # (# of vids, max domain, 1) - logits = (target_vecs[:,:,:-1] * context_vecs).sum(dim=-1, keepdim=True) + target_vecs[:,:,-1:] + logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias # Logits without an actual domain value needs to be negative large number - logits[(target_vecs[:,:,:-1] == 0.).all(dim=-1, keepdim=True)] = -1e9 + logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 # (# of vids, max domain, 1) probs = Softmax(dim=1)(logits) From 34adeee4897e78c90bb995b281d46b1fa6d7e9b4 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 6 May 2019 22:03:13 -0400 Subject: [PATCH 24/48] Max domain size need only be as large as largest for categorical attributes. --- domain/estimators/tuple_embedding.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 413666ad4..cfc0a6b94 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -215,8 +215,12 @@ def __init__(self, env, dataset, domain_df, self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() - # Maximum domain size - self._max_domain = int(domain_df['domain_size'].max()) + # Maximum domain size: we don't use the domain of numerical attributes + # so we can discard them. + self._max_domain = int(domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max()) + logging.debug('%s: max domain size (categorical): %d', + type(self).__name__, + self._max_domain) # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -272,6 +276,9 @@ def _get_neg_dom_idxs(self, idx): return self._neg_idxs[idx] def _get_domain_idxs(self, idx): + """ + Get domain indexes for categorical cells. + """ if not self.memoize or idx not in self._domain_idxs: cur = self._train_records[idx] assert cur['attribute'] in self._train_cat_attrs @@ -754,7 +761,8 @@ def __init__(self, env, dataset, domain_df, # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) - self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', patience=2, verbose=True) + self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', + factor=0.2, patience=2, verbose=True) # Validation stuff self._do_validation = False From d7ade7f9560d24dd8205b558365b92da0d64693b Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 6 May 2019 22:12:21 -0400 Subject: [PATCH 25/48] Remove domain for numerical attributes in TupleEmbedding. --- domain/estimators/tuple_embedding.py | 25 +++++++++++++------------ 1 file changed, 13 insertions(+), 12 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index cfc0a6b94..016a99de1 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -599,8 +599,6 @@ def __init__(self, env, dataset, domain_df, """ torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) - # Pre-split domain. - self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -615,16 +613,6 @@ def __init__(self, env, dataset, domain_df, self.ds.get_attributes()) raise Exception() - # Remove domain/training cells without a domain - # TODO: relax for numerical - filter_empty_domain = self.domain_df['domain_size'] == 0 - if filter_empty_domain.sum(): - logging.warning('%s: removing %d cells with empty domains', - type(self).__name__, - filter_empty_domain.sum()) - self.domain_df = self.domain_df[~filter_empty_domain] - - ### Numerical attribute groups validation checks self._numerical_attr_groups = numerical_attr_groups.copy() @@ -648,6 +636,19 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, bad_numerics.sum(), NULL_REPR) + # Remove domain for numerical attributes. + fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) + self.domain_df.loc[fil_numattr, 'domain'] = '' + self.domain_df.loc[fil_numattr, 'domain_size'] = 0 + # Remove categorical domain/training cells without a domain + filter_empty_domain = (self.domain_df['domain_size'] == 0) & ~fil_numattr + if filter_empty_domain.sum(): + logging.warning('%s: removing %d categorical cells with empty domains', + type(self).__name__, + filter_empty_domain.sum()) + self.domain_df = self.domain_df[~filter_empty_domain] + # Pre-split domain. + self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') # Add DK information to domain dataframe if self.ds.aux_table[AuxTables.dk_cells] is not None: From d9f453a8f66c0c3e89fa5bfb8c004578158804f9 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 17 May 2019 05:21:20 -0400 Subject: [PATCH 26/48] Fixed some reference issues and added infer all mode. --- dataset/dataset.py | 21 +++++++---- domain/domain.py | 21 ++++++----- domain/estimators/tuple_embedding.py | 50 ++++++++++++++------------ holoclean.py | 6 ++++ repair/featurize/embeddingfeat.py | 15 +++++--- repair/featurize/featurized_dataset.py | 7 ++-- 6 files changed, 75 insertions(+), 45 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 144078feb..5f50089ca 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -242,16 +242,25 @@ def get_attributes(self): def get_active_attributes(self): """ get_active_attributes returns the attributes to be modeled. - These attributes correspond only to attributes that contain at least - one potentially erroneous cell, and if applicable, in the provided :param:`train_attrs` variable. - """ - if self._active_attributes is None: - raise Exception('ERROR no active attributes loaded. Run error detection first.') + If infer_mode = 'dk', these attributes correspond only to attributes that contain at least + one potentially erroneous cell. Otherwise all attributes are returned. + + If applicable, in the provided :param:`train_attrs` variable. + """ if self.train_attrs is None: self.train_attrs = self.get_attributes() - return sorted([attr for attr in self._active_attributes if attr in self.train_attrs]) + if self.env['infer_mode'] == 'dk': + if self._active_attributes is None: + raise Exception('ERROR no active attributes loaded. Run error detection first.') + attrs = self._active_attributes + elif self.env['infer_mode'] == 'all': + attrs = self.get_attributes() + else: + raise Exception('infer mode must be one of {dk, all}') + + return sorted([attr for attr in attrs if attr in self.train_attrs]) def get_cell_id(self, tuple_id, attr_name): """ diff --git a/domain/domain.py b/domain/domain.py index c14316a1b..e0f46a43a 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -39,7 +39,6 @@ def __init__(self, env, dataset, max_sample=5): self.max_sample = max_sample self.single_stats = {} self.pair_stats = {} - self.all_attrs = {} def setup(self): """ @@ -48,7 +47,8 @@ def setup(self): """ tic = time.time() - self.compute_correlations() + if self.correlations is None: + self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() self.store_domains(self.domain_df) @@ -69,13 +69,13 @@ def compute_correlations(self): self.correlations = compute_norm_cond_entropy_corr(data_df, self.ds.get_attributes(), self.ds.get_attributes()) - df_corrs = pd.DataFrame.from_dict(self.correlations, orient='columns') - df_corrs.index.name = 'cond_attr' - df_corrs.columns.name = 'attr' - pd.set_option('display.max_columns', len(df_corrs.columns)) - pd.set_option('display.max_rows', len(df_corrs.columns)) - logging.debug("correlations:\n%s", df_corrs) - logging.debug("summary of correlations:\n%s", df_corrs.describe()) + corrs_df = pd.DataFrame.from_dict(self.correlations, orient='columns') + corrs_df.index.name = 'cond_attr' + corrs_df.columns.name = 'attr' + pd.set_option('display.max_columns', len(corrs_df.columns)) + pd.set_option('display.max_rows', len(corrs_df.columns)) + logging.debug("correlations:\n%s", corrs_df) + logging.debug("summary of correlations:\n%s", corrs_df.describe()) def store_domains(self, domain): """ @@ -188,7 +188,6 @@ def generate_domain(self): vid = 0 raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() records = raw_df.to_records() - self.all_attrs = list(records.dtype.names) # TODO(stoke): generate the label indicating whether it is clean # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() @@ -259,6 +258,7 @@ def generate_domain(self): vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) + logging.debug('domain count by attr: %s', domain_df['attribute'].value_counts()) logging.debug('DONE generating initial set of domain values in %.2fs', time.clock() - tic) return domain_df @@ -376,7 +376,6 @@ def generate_domain_embedding(self, domain_attrs): logging.debug('generating initial set of un-pruned domain values...') records = self.ds.get_raw_data().to_records() - self.all_attrs = list(records.dtype.names) vid = 0 domain_df = None diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 016a99de1..5df241314 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -217,10 +217,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. - self._max_domain = int(domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max()) - logging.debug('%s: max domain size (categorical): %d', - type(self).__name__, - self._max_domain) + self.max_cat_domain = domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max() # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -229,9 +226,9 @@ def __init__(self, env, dataset, domain_df, def _init_dummies(self): # Dummy vectors - self._dummy_domain_mask = torch.zeros(self._max_domain, + self._dummy_domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) - self._dummy_domain_idxs = torch.zeros(self._max_domain, + self._dummy_domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) @@ -241,7 +238,7 @@ def _init_memoize_vecs(self): # Memoize certain lookups. if not self.memoize: return - self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self.max_cat_domain) self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) self._neg_idxs = self.MemoizeVec(len(self), None, None) @@ -284,7 +281,7 @@ def _get_domain_idxs(self, idx): assert cur['attribute'] in self._train_cat_attrs # Domain values and their indexes (softmax indexes) - domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] for val in cur['domain']]) @@ -397,11 +394,11 @@ def _get_cat_domain_target(self, idx): dom_size = cur['domain_size'] # During training, add negative samples to a most likely correct (clean) cell if not self.inference_mode and self._neg_sample \ - and dom_size < self._max_domain and cur['is_clean']: + and dom_size < self.max_cat_domain and cur['is_clean']: # It is faster not to memoize these. neg_idxs = self._get_neg_dom_idxs(idx) neg_sample = torch.LongTensor(np.random.choice(neg_idxs, - size=min(len(neg_idxs), self._max_domain - dom_size), + size=min(len(neg_idxs), self.max_cat_domain - dom_size), replace=False)) domain_idxs[dom_size:dom_size+len(neg_sample)] = neg_sample @@ -411,7 +408,7 @@ def _get_cat_domain_target(self, idx): target = cur['init_index'] # Mask out non-relevant values from padding (see below) - domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) domain_mask[dom_size:] = -1 * 1e9 return domain_idxs, domain_mask, torch.LongTensor([target]) @@ -495,7 +492,7 @@ def _state_attrs(self): return ['_vid_to_idx', '_train_records', '_raw_data_dict', - '_max_domain', + 'max_cat_domain', '_max_num_dim', '_init_val_idxs', '_train_val_idxs', @@ -638,6 +635,9 @@ def __init__(self, env, dataset, domain_df, NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) + + # Memoize max domain size for numerical attribue for padding later. + self.max_domain = self.domain_df['domain_size'].max() self.domain_df.loc[fil_numattr, 'domain'] = '' self.domain_df.loc[fil_numattr, 'domain_size'] = 0 # Remove categorical domain/training cells without a domain @@ -666,6 +666,12 @@ def __init__(self, env, dataset, domain_df, self._dataset = LookupDataset(env, dataset, self.domain_df, numerical_attr_groups, neg_sample, memoize) + self.max_cat_domain = self._dataset.max_cat_domain + logging.debug('%s: max domain size: (categorical) %d, (numerical) %d', + type(self).__name__, + self.max_cat_domain, + self.max_domain) + self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs @@ -682,7 +688,7 @@ def __init__(self, env, dataset, domain_df, self._n_train_num_attrs = self._dataset._n_train_num_attrs self._n_train_attrs = self._n_train_cat_attrs + self._n_train_num_attrs - self._max_domain = self._dataset._max_domain + self.max_cat_domain = self._dataset.max_cat_domain self._max_num_dim = self._dataset._max_num_dim self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) @@ -1053,14 +1059,14 @@ def forward(self, is_categorical, attr_idxs, # (# of cat VIDs), (# of num VIDs) cat_mask, num_mask = self._cat_num_masks(is_categorical) - cat_logits = torch.empty(0, self._max_domain) + cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): cat_combined_init, domain_idxs, domain_masks, cat_targets = \ combined_init[cat_mask], \ domain_idxs[cat_mask], \ domain_masks[cat_mask], \ cat_targets[cat_mask] - # (# of cat VIDs, max_domain) + # (# of cat VIDs, max_cat_domain) cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) pred_numvals = torch.empty(0, self._max_num_dim) @@ -1252,10 +1258,10 @@ def get_target_vecs(self, vids): # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of cats, max_domain, embed_size) + # (# of cats, max_cat_domain, embed_size) target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, self._embed_size) - # (# of cats, max_domain, 1) + # (# of cats, max_cat_domain, 1) target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, 1) @@ -1267,15 +1273,15 @@ def get_target_vecs(self, vids): return target_vecs.detach(), target_bias.detach(), cat_masks.detach() # # Select target vector and bias for CATEGORICAL cells - # cat_vecs = torch.FloatTensor(0, self._max_domain, self._embed_size) - # cat_bias = torch.FloatTensor(0, self._max_domain, 1) + # cat_vecs = torch.FloatTensor(0, self.max_cat_domain, self._embed_size) + # cat_bias = torch.FloatTensor(0, self.max_cat_domain, 1) # if len(cat_masks): - # # (# of cats, max_domain) + # # (# of cats, max_cat_domain) # domain_idxs = domain_idxs.index_select(0, cat_masks) - # # (# of cats, max_domain, embed_size) + # # (# of cats, max_cat_domain, embed_size) # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ # .view(*domain_idxs.shape, self._embed_size) - # # (# of cats, max_domain, 1) + # # (# of cats, max_cat_domain, 1) # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ # .view(*domain_idxs.shape, 1) # There is no "target vector" for NUMERICAL cells since we do diff --git a/holoclean.py b/holoclean.py index 5bae65863..f480e53d8 100644 --- a/holoclean.py +++ b/holoclean.py @@ -187,6 +187,12 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), + (('-im', '--infer_mode'), + {'metavar': 'INFER_MODE', + 'dest': 'infer_mode', + 'default': 'dk', + 'type': str, + 'help': 'Infer on only possibly erroneous (DK) cells or all cells. One of {dk, all}.'}), ] # Flags for Holoclean mode diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index e8a9dbfee..258cb1556 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -5,6 +5,7 @@ import torch from torch.nn import Softmax +from torch.nn import functional as F from .featurizer import Featurizer from dataset import AuxTables @@ -86,9 +87,9 @@ def create_tensor(self): # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size), (# of vids, max domain, 1), (# of cats) + # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) - # (# of vids, max domain, embed_size) + # (# of vids, max_cat_domain, embed_size) context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain @@ -97,13 +98,19 @@ def create_tensor(self): assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() - # (# of vids, max domain, 1) + # (# of vids, max_cat_domain, 1) logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias # Logits without an actual domain value needs to be negative large number logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 - # (# of vids, max domain, 1) + # (# of vids, max_cat_domain, 1) probs = Softmax(dim=1)(logits) + + # (# of vids, max domain, 1) + pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain + if pad_len: + probs = F.pad(probs, pad=(0,0,0,pad_len,0,0), mode='constant', value=0.) + return probs diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index c9dda2ab0..ae6d26d88 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -139,8 +139,11 @@ def get_infer_data(self): """ Retrieves the samples to be inferred i.e. DK cells. """ - # only infer on those that are DK cells - infer_idx = (self.is_clean == 0).nonzero()[:, 0] + if self.env['infer_mode'] == 'dk': + infer_idx = (self.is_clean == 0).nonzero()[:, 0] + elif self.env['infer_mode'] == 'all': + infer_idx = torch.arange(0, self.tensor.size(0)) + X_infer = self.tensor.index_select(0, infer_idx) mask_infer = self.var_class_mask.index_select(0, infer_idx) return X_infer, mask_infer, infer_idx From e1a4b88e1560cdb50de8766cc762c46f1d4afc4b Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 20 May 2019 19:48:11 -0400 Subject: [PATCH 27/48] Fixed _nan_ replacement, max_cat_domain being possibly nan, and evaluation for sample accuracy. --- dataset/dataset.py | 1 + domain/estimators/tuple_embedding.py | 5 ++++- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 5f50089ca..335b8efb2 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -143,6 +143,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, # for df, which is all str # Use NULL_REPR to represent NULL values + df.replace('', NULL_REPR, inplace=True) df.fillna(NULL_REPR, inplace=True) logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 5df241314..85fc6521e 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -218,6 +218,8 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. self.max_cat_domain = domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max() + if pd.isna(self.max_cat_domain): + self.max_cat_domain = 0 # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -1440,6 +1442,7 @@ def validate(self): # Categorical filters and metrics fil_err = df_res.apply(lambda row: row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth + fil_noterr = ~fil_err & fil_cat & fil_grdth fil_cor = df_res.apply(lambda row: row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat @@ -1458,7 +1461,7 @@ def validate(self): logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) # In-sample accuracy (predict init value that is already correcT) - sample_acc = (~fil_err & fil_cor).sum() / (~fil_err).sum() + sample_acc = (fil_noterr & fil_cor).sum() / (fil_noterr).sum() precision = n_cor_repair / max(n_repair, 1) recall = n_cor_repair / max(total_err, 1) From b6ba6a76cf53803cc6eaf65afdc67d2a175edd64 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 24 May 2019 22:48:11 -0400 Subject: [PATCH 28/48] Do not weak label clean cells and fixed raw data in Logistic estimator. --- domain/domain.py | 11 ++++------- domain/estimators/logistic.py | 4 +++- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index e0f46a43a..641c0b3dc 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -189,8 +189,7 @@ def generate_domain(self): raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() records = raw_df.to_records() - # TODO(stoke): generate the label indicating whether it is clean - # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() + dk_lookup = {(val[0], val[1]) for val in self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].values} for row in tqdm(list(records)): tid = row['_tid_'] @@ -253,7 +252,7 @@ def generate_domain(self): "weak_label": init_value, "weak_label_idx": init_value_idx, "fixed": cell_status, - # TODO: "is_dk": (tid, attr) in dk_dict, + "is_dk": (tid, attr) in dk_lookup, }) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') @@ -457,12 +456,10 @@ def _run_estimator(self): # TODO(richardwu): we currently do not do anything with is_cat. for (vid, is_cat, preds), row in tqdm(list(zip(preds_by_cell, domain_df.to_records()))): - # Do not re-label single valued cells. - if row['fixed'] == CellStatus.SINGLE_VALUE.value: + # Do not re-label single valued cells OR clean cells. + if row['fixed'] == CellStatus.SINGLE_VALUE.value or not row['is_dk']: updated_domain_df.append(row) continue - # TODO(stoke): for clean cells, weak labels should always be their init values. - # Do not re-label clean cells. # prune domain if any of the values are above our domain_thresh_2 preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds diff --git a/domain/estimators/logistic.py b/domain/estimators/logistic.py index 7d377c571..90c936a6f 100644 --- a/domain/estimators/logistic.py +++ b/domain/estimators/logistic.py @@ -82,7 +82,9 @@ def _gen_training_data(self): to use in training. We assign Y as 1 if the value is the initial value. """ sample_idx = 0 - raw_data_dict = self.ds.raw_data.df.set_index('_tid_').to_dict('index') + data_df = self.ds.get_quantized_data() if self.ds.do_quantization \ + else self.ds.get_raw_data() + raw_data_dict = data_df.set_index('_tid_').to_dict('index') # Keep track of which indices correspond to a VID so we can re-use # self._X in prediction. self.vid_to_idxs = {} From bdd274279e28672771e5d7bcfcb5f947dffc9d42 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 28 May 2019 06:47:05 -0400 Subject: [PATCH 29/48] Added ReLU after context for numerical targets in TupleEmbedding and refactored EmbeddingFeat to support numerical feature (RMSE) from TupleEmbedding. --- domain/estimators/tuple_embedding.py | 71 +++++++++++++++++------ repair/featurize/embeddingfeat.py | 87 +++++++++++++++++++--------- 2 files changed, 114 insertions(+), 44 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 85fc6521e..73d1ad853 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -566,7 +566,6 @@ def __len__(self): class TupleEmbedding(Estimator, torch.nn.Module): WEIGHT_DECAY = 0. - INIT_BIAS = 0. # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, @@ -733,9 +732,15 @@ def __init__(self, env, dataset, domain_df, # Hadamard/elementwise multiply this mask. self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + # Mask to select out the relevant 1-d value for an attribute from + # its attr group. + self._num_attr_group_mask = torch.zeros(self._n_train_num_attrs, + self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): dim = len(self._dataset._train_num_attrs_group[attr]) + attr_idx = self._dataset._train_num_attrs_group[attr].index(attr) self.out_num_masks[idx,:dim] = 1. + self._num_attr_group_mask[idx, attr_idx] = 1. # logits fed into softmax used in weighted sum to combine # dot products of in_W and out_W per attribute. @@ -899,12 +904,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, embed size, 1) return combined_init - def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): + def _cat_forward(self, combined_init, domain_idxs, domain_masks): """ combined_init: (batch, embed size, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) - cat_targets: (batch, 1) Returns logits: (batch, max domain) """ @@ -922,12 +926,6 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): # (batch, max domain) logits = logits.squeeze(-1) - - # Init bias - if self.INIT_BIAS != 0.: - logits.scatter_add_(1, cat_targets, - self.INIT_BIAS * torch.ones_like(cat_targets, dtype=torch.float32)) - # Add mask to void out-of-domain indexes # (batch, max domain) logits.add_(domain_masks) @@ -962,11 +960,14 @@ def _num_forward(self, combined_init, num_attr_idxs): ### Temporary: just project and take the value - # Apply non-linearity # (batch, embed size, embed size) out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) # (batch, 1, embed size) out_num_bias1 = self.out_num_bias1.index_select(0, num_attr_idxs.view(-1)).unsqueeze(1) + + + # Apply non-linearity + ReLU(inplace=True)(combined_init) # (batch, 1, embed size) combined_init2 = combined_init.view(-1, 1, self._embed_size).matmul(out_num_w1) + out_num_bias1 # (batch, embed size, 1) @@ -1046,13 +1047,12 @@ def _num_forward(self, combined_init, num_attr_idxs): def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets): + domain_idxs, domain_masks): """ Performs one forward pass. is_categorical: (batch, 1) attr_idxs: (batch, 1) - cat_targets: (batch, 1) """ # (batch, embed size, 1) combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, @@ -1063,13 +1063,12 @@ def forward(self, is_categorical, attr_idxs, cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): - cat_combined_init, domain_idxs, domain_masks, cat_targets = \ + cat_combined_init, domain_idxs, domain_masks = \ combined_init[cat_mask], \ domain_idxs[cat_mask], \ - domain_masks[cat_mask], \ - cat_targets[cat_mask] + domain_masks[cat_mask] # (# of cat VIDs, max_cat_domain) - cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): @@ -1149,7 +1148,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets) + domain_idxs, domain_masks) # Select out the appropriate targets cat_mask, num_mask = self._cat_num_masks(is_categorical) @@ -1312,6 +1311,42 @@ def get_target_vecs(self, vids): # cat_bias.detach(), \ # num_vecs.detach() + def get_features(self, vids): + """ + Returns three tensors: + cat_probas: (# of vids, max domain) + num_predvals: (# of vids, 1) + is_categorical: (# of vids, 1) + """ + _, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, target_numvals, _ = self._get_dataset_vecs(vids) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + # (# of num VIDS, max_num_dim) + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_cat_probas[cat_masks] = cat_probas + ret_num_predvals = torch.zeros(len(vids), 1) + ret_num_predvals[num_masks] = num_predvals_masked + + return ret_cat_probas.detach(), ret_num_predvals.detach(), is_categorical.detach() + + def _model_fpaths(self, prefix): return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix @@ -1565,7 +1600,7 @@ def predict_pp_batch(self, df=None): logging.debug('%s: starting batch prediction...', type(self).__name__) pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets) + domain_idxs, domain_masks) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 258cb1556..001c95101 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -1,5 +1,6 @@ import logging import os +import numpy as np import pandas as pd import sys @@ -85,35 +86,69 @@ def create_tensor(self): vids = domain_df['_vid_'] - # (# of vids, embed_size) - context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) - target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) - # (# of vids, max_cat_domain, embed_size) - context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) - - # Verify the non-zero target_vectors correspond to the # of domain - # values actually in each VID. - # Note we omit the bias since the bias is 0 for numerical values. - assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() - == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() - - # (# of vids, max_cat_domain, 1) - logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias - # Logits without an actual domain value needs to be negative large number - logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 - - # (# of vids, max_cat_domain, 1) - probs = Softmax(dim=1)(logits) - - # (# of vids, max domain, 1) + # # (# of vids, embed_size) + # context_vecs = self.embedding_model.get_context_vecs(vids) + # # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) + # target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) + # # (# of vids, max_cat_domain, embed_size) + # context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) + + # # Verify the non-zero target_vectors correspond to the # of domain + # # values actually in each VID. + # # Note we omit the bias since the bias is 0 for numerical values. + # assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() + # == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() + + # # (# of vids, max_cat_domain, 1) + # logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias + # # Logits without an actual domain value needs to be negative large number + # logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 + + # # (# of vids, max_cat_domain, 1) + # probs = Softmax(dim=1)(logits) + + # # (# of vids, max domain, 1) + # pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain + # if pad_len: + # # do not pad the last dimension but pad 2nd last diemsnion + # probs = F.pad(probs, pad=(0,0,0,pad_len), mode='constant', value=0.) + # return probs + + # (# of vids, max_cat_domain), (# of vids, 1), (# of vids, 1) + cat_probas, num_predvals, is_categorical = self.embedding_model.get_features(vids) + + # (# of vids, max domain) pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain if pad_len: - probs = F.pad(probs, pad=(0,0,0,pad_len,0,0), mode='constant', value=0.) - - return probs + # Pad last dimension on the right side with pad_len + cat_probas = F.pad(cat_probas, pad=(0,pad_len), mode='constant', value=0.) + + num_attrs_idx = {attr: idx for idx, attr in enumerate(self.embedding_model._train_num_attrs)} + domain_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) + # Mask to mask out RMSE computed on padding outside of cell's domain. + domain_mask = torch.zeros(len(vids), self.embedding_model.max_domain) + for idx, (_, attr, domain, domain_sz) in enumerate(domain_df[['attribute', 'domain', 'domain_size']].to_records()): + if domain_sz == 0: + continue + if is_categorical[idx,0] == 1.: + continue + dom_arr = np.array(domain.split('|||'), dtype=np.float32) + mean = self.embedding_model._dataset._num_attrs_mean[attr] + std = self.embedding_model._dataset._num_attrs_std[attr] + dom_arr = (dom_arr - mean) / std + domain_numvals[idx,:domain_sz, num_attrs_idx[attr]] = torch.FloatTensor(dom_arr) + domain_mask[idx,:domain_sz] = 1. + + # (# of vids, max domain, # of num attrs) + # This RMSE is between z-scored values. This is equivalent to dividing + # the RMSE by std^2. + num_rmse = torch.abs(num_predvals.unsqueeze(-1).expand(-1, self.embedding_model.max_domain, len(num_attrs_idx)) - domain_numvals) + num_rmse.mul_(domain_mask.unsqueeze(-1).expand(-1, -1, len(num_attrs_idx))) + + # (# of vids, max domain, 1 + # num attrs) + return torch.cat([cat_probas.unsqueeze(-1), num_rmse], dim=-1) def feature_names(self): - return ["Embedding_Proba"] + return ["Embedding Cat Proba"] + ["Embedding Num RMSE (%s)" % attr for attr in self.embedding_model._train_num_attrs] From b7267495877faf2ee8b6851b4d3aae0cc55a1cc3 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 2 Jun 2019 07:30:25 -0400 Subject: [PATCH 30/48] Use cosine annealing with restart LR schedule and use weak_label instead of init. --- domain/estimators/tuple_embedding.py | 29 +++++++++++++++++----------- 1 file changed, 18 insertions(+), 11 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 73d1ad853..bc0f45367 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -7,7 +7,7 @@ import numpy as np import torch from torch.optim import Adam -from torch.optim.lr_scheduler import ReduceLROnPlateau +from torch.optim.lr_scheduler import CosineAnnealingLR from torch.utils.data import Dataset, DataLoader, Sampler from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F @@ -213,7 +213,10 @@ def __init__(self, env, dataset, domain_df, self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', - 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() + 'init_index', + 'weak_label', + 'weak_label_idx', 'fixed', + 'domain', 'domain_size', 'is_clean']].to_records() # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. @@ -407,7 +410,7 @@ def _get_cat_domain_target(self, idx): dom_size += len(neg_sample) # Position of init in domain values (target) - target = cur['init_index'] + target = cur['weak_label_idx'] # Mask out non-relevant values from padding (see below) domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) @@ -526,7 +529,7 @@ class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, shuffle=True, train_only_clean=False): # No NULL targets - domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + domain_df = domain_df[domain_df['weak_label'] != NULL_REPR] # No NULL values in each cell's numerical group (all must be non-null # since target_numvals requires all numerical values. @@ -550,7 +553,7 @@ def group_notnull(row): # Train on only clean cells if train_only_clean: - self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] + self._vids = domain_df.loc[(domain_df['is_clean'] | domain_df['fixed'] >= 1), '_vid_'] else: self._vids = domain_df['_vid_'].values @@ -625,11 +628,11 @@ def __init__(self, env, dataset, domain_df, # Convert non numerical init values in numerical attributes with _nan_. if self._numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains(NONNUMERICS) + fil_notnull = self.domain_df['weak_label'] != NULL_REPR + fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): - self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR + self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', type(self).__name__, bad_numerics.sum(), @@ -775,8 +778,6 @@ def __init__(self, env, dataset, domain_df, # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) - self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', - factor=0.2, patience=2, verbose=True) # Validation stuff self._do_validation = False @@ -1135,11 +1136,17 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., self._n_train_num_attrs, self._train_num_attrs) + num_batches = len(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)) + num_steps = num_epochs * num_batches + batch_losses = [] # Main training loop. for epoch_idx in range(1, num_epochs+1): logging.debug('%s: epoch %d of %d', type(self).__name__, epoch_idx, num_epochs) batch_cnt = 0 + scheduler = CosineAnnealingLR(self._optimizer, num_batches) + logging.debug('%s: using cosine LR scheduler with %d steps', type(self).__name__, num_batches) + for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ @@ -1189,6 +1196,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., self.out_B._grad[0].zero_() self._optimizer.step() + scheduler.step() batch_cnt += 1 logging.debug('%s: average batch loss: %f', @@ -1197,7 +1205,6 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., if self._do_validation and epoch_idx % self._validate_epoch == 0: res = self.validate() - self._scheduler.step(res['precision_dk']) return batch_losses From 6c86d204d99d7153392be522d4bf1afc8320e369 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 4 Jun 2019 12:20:51 -0400 Subject: [PATCH 31/48] Fixed memory issues with get_features and predict_pp_batch. --- domain/estimators/tuple_embedding.py | 152 +++++++++++++++++---------- holoclean.py | 22 +++- repair/featurize/constraintfeat.py | 2 + 3 files changed, 117 insertions(+), 59 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index bc0f45367..3534b07f3 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1,4 +1,5 @@ import logging +import math import os import pickle import sys @@ -525,6 +526,16 @@ def load_state(self, state): self._init_dummies() self._init_memoize_vecs() +class IterSampler(Sampler): + def __init__(self, iter): + self.iter = iter + + def __iter__(self): + return iter(self.iter) + + def __len__(self): + return len(self.iter) + class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, shuffle=True, train_only_clean=False): @@ -1084,7 +1095,7 @@ def _cat_num_masks(self, is_categorical): """ is_categorical: (batch, 1) """ - # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + # TODO: is_catrgorical is already ByteTensor: use torch.mask_tensor cat_mask, num_mask = is_categorical.view(-1).nonzero().view(-1),\ (is_categorical.view(-1) == 0).nonzero().view(-1) return cat_mask, num_mask @@ -1138,6 +1149,8 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., num_batches = len(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)) num_steps = num_epochs * num_batches + # scheduler = CosineAnnealingLR(self._optimizer, num_steps) + # logging.debug('%s: using cosine LR scheduler with %d steps', type(self).__name__, num_steps) batch_losses = [] # Main training loop. @@ -1325,33 +1338,51 @@ def get_features(self, vids): num_predvals: (# of vids, 1) is_categorical: (# of vids, 1) """ - _, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, target_numvals, _ = self._get_dataset_vecs(vids) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_num_predvals = torch.zeros(len(vids), 1) + ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) - # (# of cats, max cat domain), (# of num, max_num_dim) - cat_logits, num_predvals = self.forward(is_categorical, attr_idxs, - init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks) + batch_sz = int(1e6 / self._embed_size) + num_batches = math.ceil(len(vids) / batch_sz) + logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', + type(self).__name__, num_batches, batch_sz) - cat_probas = Softmax(dim=1)(cat_logits) - # (# of num VIDS, max_num_dim) - num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) - # (# of num VIDS, 1) - num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + + # write values to return tensor + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked) + ret_is_categorical[cat_masks] = 1 + + del cat_probas, num_predvals_masked - ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) - ret_cat_probas[cat_masks] = cat_probas - ret_num_predvals = torch.zeros(len(vids), 1) - ret_num_predvals[num_masks] = num_predvals_masked + self._dataset.set_mode(inference_mode=False) - return ret_cat_probas.detach(), ret_num_predvals.detach(), is_categorical.detach() + return ret_cat_probas, ret_num_predvals, ret_is_categorical def _model_fpaths(self, prefix): @@ -1597,40 +1628,51 @@ def predict_pp_batch(self, df=None): if df is None: df = self.domain_df - logging.debug('%s: getting dataset indices...', type(self).__name__) - vids, is_categorical, attr_idxs, \ + train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} + n_cats, n_nums = 0, 0 + + # Limit max batch size to prevent memory explosion. + batch_sz = int(1e6 / self._embed_size) + num_batches = math.ceil(df.shape[0] / batch_sz) + logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', + type(self).__name__, num_batches, batch_sz) + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ - target_numvals, cat_targets = self._get_dataset_vecs(df['_vid_'].values) - logging.debug('%s: done getting dataset indices.', type(self).__name__) - - logging.debug('%s: starting batch prediction...', type(self).__name__) - pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, - init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks) - logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', - type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): + pred_cats, pred_nums = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + pred_cat_idx = 0 + pred_num_idx = 0 + + for idx, is_cat in enumerate(is_categorical.view(-1)): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + n_cats += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue - pred_cat_idx = 0 - pred_num_idx = 0 - train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} + # Real valued prediction - for idx, is_cat in enumerate(is_categorical.view(-1)): - vid = int(vids[idx, 0]) - if is_cat: - logits = pred_cats[pred_cat_idx] - pred_cat_idx += 1 - yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) - continue + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean + pred_num_idx += 1 + n_nums += 1 + yield vid, False, pred_num - # Real valued prediction - # dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() - - # Find the z-score and map it back to its actual value - attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attrs_group[attr].index(attr) - mean = self._dataset._num_attrs_mean[attr] - std = self._dataset._num_attrs_std[attr] - pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean - pred_num_idx += 1 - yield vid, False, pred_num + self._dataset.set_mode(inference_mode=False) + logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', + type(self).__name__, n_cats, n_nums) diff --git a/holoclean.py b/holoclean.py index f480e53d8..c8ca8b761 100644 --- a/holoclean.py +++ b/holoclean.py @@ -1,3 +1,4 @@ +import time import logging import os import random @@ -365,19 +366,32 @@ def quantize_numericals(self, num_attr_groups_bins): status, quantize_time, quantized_data = \ quantize_km(self.env, self.ds.get_raw_data(), num_attr_groups_bins) + logging.info(status) + logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + + self.load_quantized_data(quantized_data) + + + return quantized_data + + def load_quantized_data(self, df): + tic = time.time() name = self.ds.raw_data.name + '_quantized' - self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) + self.ds.quantized_data = Table(name, Source.DF, df=df) # Re-store to DB, ensuring numerical values are stored as floats. - df_correct_type = quantized_data.copy() + df_correct_type = df.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) - logging.info(status) - logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + for attr in self.ds.quantized_data.get_attributes(): + self.ds.quantized_data.create_db_index(self.ds.engine, [attr]) + logging.debug('Time to load quantized dataset: %.2f secs' % (time.time() - tic)) + + def generate_domain(self): status, domain_time = self.domain_engine.setup() diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index ff153b81c..820d9571d 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -61,6 +61,8 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints + # TODO(richardwu): should we be querying DCs based on original values + # vs quantized centroids? self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name def create_tensor(self): From 04a1653b405a269646a43540873576605d2fbd7d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 4 Jun 2019 22:23:54 -0400 Subject: [PATCH 32/48] Fixed bug in get_features. --- domain/estimators/tuple_embedding.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 3534b07f3..df798e1bc 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1347,16 +1347,13 @@ def get_features(self, vids): logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', type(self).__name__, num_batches, batch_sz) + mask_offset = 0 self._dataset.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) # (# of cats, max cat domain), (# of num, max_num_dim) cat_logits, num_predvals = self.forward(is_categorical, @@ -1369,20 +1366,27 @@ def get_features(self, vids): cat_probas = Softmax(dim=1)(cat_logits) + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + cat_masks.add_(mask_offset) + num_masks.add_(mask_offset) + mask_offset += is_categorical.shape[0] + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) # (# of num VIDS, 1) num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) # write values to return tensor - ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas) - ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked) + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) ret_is_categorical[cat_masks] = 1 del cat_probas, num_predvals_masked self._dataset.set_mode(inference_mode=False) - return ret_cat_probas, ret_num_predvals, ret_is_categorical + return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() def _model_fpaths(self, prefix): From 5b28dc7a2197423da71167ebc3fdc54892e7c3ab Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 5 Jun 2019 05:29:59 -0400 Subject: [PATCH 33/48] Added comment to EmbeddingFeat. --- repair/featurize/embeddingfeat.py | 1 + 1 file changed, 1 insertion(+) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 001c95101..8cd6163ad 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -123,6 +123,7 @@ def create_tensor(self): # Pad last dimension on the right side with pad_len cat_probas = F.pad(cat_probas, pad=(0,pad_len), mode='constant', value=0.) + # Create tensor for z-scored domain values num_attrs_idx = {attr: idx for idx, attr in enumerate(self.embedding_model._train_num_attrs)} domain_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) # Mask to mask out RMSE computed on padding outside of cell's domain. From 1c2216e05caa96ec8bf3e5a263e7d95795c0bc73 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 8 Jun 2019 01:52:48 -0400 Subject: [PATCH 34/48] Finally fixed memory issues with torch.no_grad. --- domain/estimators/tuple_embedding.py | 163 ++++++++++++++------------- 1 file changed, 84 insertions(+), 79 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index df798e1bc..c1c48c23d 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1338,55 +1338,57 @@ def get_features(self, vids): num_predvals: (# of vids, 1) is_categorical: (# of vids, 1) """ - ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) - ret_num_predvals = torch.zeros(len(vids), 1) - ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) + # No gradients required. + with torch.no_grad(): + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_num_predvals = torch.zeros(len(vids), 1) + ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) - batch_sz = int(1e6 / self._embed_size) - num_batches = math.ceil(len(vids) / batch_sz) - logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', - type(self).__name__, num_batches, batch_sz) + batch_sz = int(1e5 / self._embed_size) + num_batches = math.ceil(len(vids) / batch_sz) + logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', + type(self).__name__, num_batches, batch_sz) - mask_offset = 0 + mask_offset = 0 - self._dataset.set_mode(inference_mode=True) - for vids, is_categorical, attr_idxs, \ - init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ - target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - - # (# of cats, max cat domain), (# of num, max_num_dim) - cat_logits, num_predvals = self.forward(is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks) - - cat_probas = Softmax(dim=1)(cat_logits) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - cat_masks.add_(mask_offset) - num_masks.add_(mask_offset) - mask_offset += is_categorical.shape[0] - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) - # (# of num VIDS, 1) - num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) - - # write values to return tensor - ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) - ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) - ret_is_categorical[cat_masks] = 1 - - del cat_probas, num_predvals_masked + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - self._dataset.set_mode(inference_mode=False) + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + cat_masks.add_(mask_offset) + num_masks.add_(mask_offset) + mask_offset += is_categorical.shape[0] + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) - return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() + # write values to return tensor + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) + ret_is_categorical[cat_masks] = 1 + + del cat_probas, num_predvals_masked + + self._dataset.set_mode(inference_mode=False) + + return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() def _model_fpaths(self, prefix): @@ -1636,46 +1638,49 @@ def predict_pp_batch(self, df=None): n_cats, n_nums = 0, 0 # Limit max batch size to prevent memory explosion. - batch_sz = int(1e6 / self._embed_size) + batch_sz = int(1e5 / self._embed_size) num_batches = math.ceil(df.shape[0] / batch_sz) logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', type(self).__name__, num_batches, batch_sz) self._dataset.set_mode(inference_mode=True) - for vids, is_categorical, attr_idxs, \ - init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ - target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): - pred_cats, pred_nums = self.forward(is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks) - - pred_cat_idx = 0 - pred_num_idx = 0 - - for idx, is_cat in enumerate(is_categorical.view(-1)): - vid = int(vids[idx, 0]) - if is_cat: - logits = pred_cats[pred_cat_idx] - pred_cat_idx += 1 - n_cats += 1 - yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) - continue - # Real valued prediction - - # Find the z-score and map it back to its actual value - attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attrs_group[attr].index(attr) - mean = self._dataset._num_attrs_mean[attr] - std = self._dataset._num_attrs_std[attr] - pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean - pred_num_idx += 1 - n_nums += 1 - yield vid, False, pred_num + # No gradients required. + with torch.no_grad(): + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): + pred_cats, pred_nums = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + pred_cat_idx = 0 + pred_num_idx = 0 + + for idx, is_cat in enumerate(is_categorical.view(-1)): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + n_cats += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue + + # Real valued prediction + + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean + pred_num_idx += 1 + n_nums += 1 + yield vid, False, pred_num self._dataset.set_mode(inference_mode=False) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', From 3a52fe6a35fc5ce782b4be4b4f1f7a0ec110a990 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:44:27 -0400 Subject: [PATCH 35/48] ConstraintFeaturizer runs on un-quantized values. --- repair/featurize/constraintfeat.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 820d9571d..b8d45d3c7 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -61,9 +61,7 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints - # TODO(richardwu): should we be querying DCs based on original values - # vs quantized centroids? - self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name + self.table_name = self.ds.raw_data.name def create_tensor(self): queries = self.generate_relaxed_sql() From 598dd80b343fc05274b2adb482728679003167ef Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:44:48 -0400 Subject: [PATCH 36/48] Do not drop single value cells (for evaluation). --- domain/domain.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 641c0b3dc..bd1327e4f 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -228,8 +228,8 @@ def generate_domain(self): # point to run inference on it since we cannot even generate # a random domain. Therefore, we just ignore it from the # final tensor. - if len(rand_dom_values) == 0: - continue + # if len(rand_dom_values) == 0: + # continue # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. From 6d948422457a492644f72c43b070777fd6810db8 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:54:43 -0400 Subject: [PATCH 37/48] Do not generate queries/feature for DC that does not pertain to attributes we are training on. --- repair/featurize/constraintfeat.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index b8d45d3c7..19eeb4b8a 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -145,6 +145,12 @@ def gen_unary_queries(self, constraint): if len(orig_cnf) == 0: orig_cnf = 'TRUE' rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) + + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' @@ -168,6 +174,12 @@ def gen_binary_queries(self, constraint): is_binary, join_rel, other_rel = self.get_binary_predicate_join_rel(predicates[k]) if not is_binary: rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) + + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' @@ -180,6 +192,11 @@ def gen_binary_queries(self, constraint): for idx, rel in enumerate(join_rel): rv_attr, op, rv_val = self.relax_binary_predicate(predicates[k], idx) + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' From 592c7ece885c15c977f428cf8b04750123dede62 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 17:13:31 -0400 Subject: [PATCH 38/48] Fixed ConstraintFeaturizer to handle no DCs. --- repair/featurize/constraintfeat.py | 2 ++ repair/featurize/featurized_dataset.py | 5 +++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 19eeb4b8a..76bb785f0 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -67,6 +67,8 @@ def create_tensor(self): queries = self.generate_relaxed_sql() results = self.ds.engine.execute_queries_w_backup(queries) tensors = self._apply_func(partial(gen_feat_tensor, total_vars=self.total_vars, classes=self.classes), results) + if not len(tensors): + return None combined = torch.cat(tensors, 2) combined = F.normalize(combined, p=2, dim=1) return combined diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index ae6d26d88..3f99dcf4b 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -27,8 +27,9 @@ def __init__(self, dataset, env, featurizers): featurizer.learnable, featurizer.init_weight, featurizer.feature_names()) - for tensor, featurizer in zip(tensors, featurizers)] - tensor = torch.cat(tensors, 2) + for tensor, featurizer in zip(tensors, featurizers) + if tensor is not None] + tensor = torch.cat([tens for tens in tensors if tens is not None], 2) self.tensor = tensor logging.debug('DONE featurization. Feature tensor size: %s', self.tensor.shape) From 0c4a3e6601dc578f2b75b94e45af757f5610c203 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 11 Jun 2019 00:09:41 -0400 Subject: [PATCH 39/48] Removed deprecated code and added dropout. --- domain/estimators/tuple_embedding.py | 202 +++------------------------ repair/featurize/embeddingfeat.py | 3 + 2 files changed, 22 insertions(+), 183 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index c1c48c23d..1eb3c096e 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -586,6 +586,7 @@ def __init__(self, env, dataset, domain_df, numerical_attr_groups=None, memoize=False, neg_sample=True, + dropout_pct=0., learning_rate=0.05, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, validate_val_col=None, validate_epoch=None): @@ -612,6 +613,11 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self.inference_mode = False + + assert dropout_pct < 1 and dropout_pct >= 0 + self.dropout_pct = dropout_pct + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] numerical_attr_groups = numerical_attr_groups or [] @@ -908,6 +914,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_weights = Softmax(dim=2)(attr_logits) + # Apply dropout to individual attributes of context + if self.dropout_pct > 0 and not self.inference_mode: + dropout_mask = (torch.rand_like(attr_weights) > self.dropout_pct).type(torch.FloatTensor) + attr_weights = attr_weights.mul(dropout_mask / (1. - self.dropout_pct)) + # (batch, 1, embed size) combined_init = attr_weights.matmul(init_vecs) # (batch, embed size, 1) @@ -968,10 +979,6 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, max num dim) normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - - ### Temporary: just project and take the value - # (batch, embed size, embed size) out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) # (batch, 1, embed size) @@ -985,77 +992,16 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, 1) combined_init2 = combined_init2.view(-1, self._embed_size, 1) + ### Project non-linear context onto basis vectors. # (batch, max num dim) pred_numvals = (combined_init2 * normed_out_num_bases).sum(dim=1) pred_numvals.mul_(out_num_masks) return pred_numvals - - - - - - # Project combined_init onto basis vectors: - # That is given normalized basis vectors v_1,...v_n the projection - # of vector c is - # c' = \sum_{i=1}^n (c \cdot v_i) v_i - # We perform the dot product by multiplying element-wise then - # summing ALONG THE EMBEDDING DIMENSION. - # We then project it back onto the normed basis vectors - # (batch, embed size, max num dim) - projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases - # (batch, embed size, 1) - projected_inits = projected_inits.sum(dim=2, keepdim=True) - # Calculate pseudo-inverse of bases for all attributes in the current batch - unique_num_attr_idxs = num_attr_idxs.unique(sorted=True) - # (unique attrs, max_num_dim, embed size) - pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) - # We need to find which index each attr_idx corresponds to in - # dim = 0 of pinverse_num_bases. - # e.g. given - # unique_num_attr_idxs = [2,5,1] - # num_attr_idxs = [[1,5,2,5,1]] - # then temp = [[ 1, -3, 0, -3, 1], - # [ 4, 0, 3, 0, 4], - # [ 0, -4, -1, -4, 0]] - temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.t() - # e.g. temp = [[0, 0, 1], - # [0, 1, 0], - # [1, 0, 0], - # [0, 1, 0], - # [0, 0, 1]] - temp = (temp == 0).t() - assert temp.any(dim=1).all() - # e.g. num_attr_idxs_pinverses = [2, 1, 0, 1, 2] - # (batch) - num_attr_idxs_pinverses = temp.nonzero()[:,1] - # Apply (pseudo)-inverse to find real value again. - # That is for an attribute with d dimension and embedding size k, d <= k - # we have: - # V: k X d basis - # z: k X 1 zero vector - # r: d X 1 d-dimensional real value - # We map r into a k-dimensional vector c by - # Vr + z = c - # Now that we have c our k-dimensional context vector projected onto the span - # of V, we recover r by: - # r = V^{-1}(c - z) - # where V^{-1} is the pseudo-inverse. - # (batch, max_num_dim, embed size) - batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) - - # (batch, embed size, 1) - out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs.view(-1)).unsqueeze(-1) - - # (batch, max_num_dim) - pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) - - # 0 out extraneous dimensions since extraneous targets are 0 - # (batch, max_num_dim) - pred_numvals.mul_(out_num_masks) - - return pred_numvals + def set_mode(self, inference_mode): + self.inference_mode = inference_mode + self._dataset.set_mode(inference_mode) def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, @@ -1221,116 +1167,6 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., return batch_losses - def _get_dataset_vecs(self, vids): - """ - Returns the vectors from Dataset for the given VIDs that has been - reshaped to be in the proper format for forward. - - Returns (vids, - is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks, - target_numvals, - cat_targets, - ) - """ - self._dataset.set_mode(inference_mode=True) - ds_tuples = [self._dataset[vid] for vid in vids] - self._dataset.set_mode(inference_mode=False) - - return tuple(map(torch.stack, list(zip(*ds_tuples)))) - - def get_context_vecs(self, vids): - """ - Returns (# of vids, embed_size) context DETACHED pytorch tensors for - the given VIDs. - """ - _, _, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ - _, _, _, _ = self._get_dataset_vecs(vids) - - # (# of vids, embed_size, 1) - context_vec = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) - # (# of vids, embed_size) - return context_vec.squeeze(-1).detach() - - def get_target_vecs(self, vids): - """ - Returns ((1), (2), (3)) DETACHED pytorch vectors. - - - (1): (# of vids, max domain values, embed_size) the target - tensors for each domain value for each VID (CATEGORICAL cells). - - (2): (# of vids, max domain values, 1) the bias for the target vector - (CATEGORICAL cells). - - (3): (# of cats) indices of categorical cells. - - Note for each VID the domain target vectors are padded up to the maximum - domain size. - """ - _, is_categorical, attr_idxs, _, _, _, \ - domain_idxs, _, target_numvals, _ = self._get_dataset_vecs(vids) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - - # (# of cats, max_cat_domain, embed_size) - target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ - .view(*domain_idxs.shape, self._embed_size) - # (# of cats, max_cat_domain, 1) - target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ - .view(*domain_idxs.shape, 1) - - # Zero out target vectors for numerical values for now since - # there is no concept of target vectors for numerical cells. - target_vecs[num_masks] = 0. - target_bias[num_masks] = 0. - - return target_vecs.detach(), target_bias.detach(), cat_masks.detach() - - # # Select target vector and bias for CATEGORICAL cells - # cat_vecs = torch.FloatTensor(0, self.max_cat_domain, self._embed_size) - # cat_bias = torch.FloatTensor(0, self.max_cat_domain, 1) - # if len(cat_masks): - # # (# of cats, max_cat_domain) - # domain_idxs = domain_idxs.index_select(0, cat_masks) - # # (# of cats, max_cat_domain, embed_size) - # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ - # .view(*domain_idxs.shape, self._embed_size) - # # (# of cats, max_cat_domain, 1) - # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ - # .view(*domain_idxs.shape, 1) - # There is no "target vector" for NUMERICAL cells since we do - # pseudo-regression with the context vector. Ignore for now. - # # Select target vector and bias for NUMERICAL cells - # num_vecs = torch.FloatTensor(0, 1, self._embed_size) - # if len(num_masks): - # # (# of num, max num dim) - # target_numvals = target_numvals.index_select(0, num_masks) - - # # (# of num, 1) - # num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - - # # (# of num, embed_size, max num dim) - # out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) - # # (# of num, max num dim) - # out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) - # # (# of num, embed_size, max num dim) - # out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - # # (# of num, embed_size, 1) - # num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) - # # (# of num, 1, embed_size) - # num_vecs = num_vecs.view(-1, 1, self._embed_size) - # return cat_vecs.detach(), \ - # cat_bias.detach(), \ - # num_vecs.detach() - def get_features(self, vids): """ Returns three tensors: @@ -1351,7 +1187,7 @@ def get_features(self, vids): mask_offset = 0 - self._dataset.set_mode(inference_mode=True) + self.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ @@ -1386,7 +1222,7 @@ def get_features(self, vids): del cat_probas, num_predvals_masked - self._dataset.set_mode(inference_mode=False) + self.set_mode(inference_mode=False) return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() @@ -1642,7 +1478,7 @@ def predict_pp_batch(self, df=None): num_batches = math.ceil(df.shape[0] / batch_sz) logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', type(self).__name__, num_batches, batch_sz) - self._dataset.set_mode(inference_mode=True) + self.set_mode(inference_mode=True) # No gradients required. with torch.no_grad(): @@ -1682,6 +1518,6 @@ def predict_pp_batch(self, df=None): n_nums += 1 yield vid, False, pred_num - self._dataset.set_mode(inference_mode=False) + self.set_mode(inference_mode=False) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', type(self).__name__, n_cats, n_nums) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 8cd6163ad..323807fe4 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -25,6 +25,7 @@ class EmbeddingFeaturizer(Featurizer): """ DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 + DEFAULT_DROPOUT = 0. DEFAULT_LR = 0.05 DEFAULT_WEIGHT_LAMBDA = 0. @@ -37,6 +38,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) + dropout_pct = self.addn_kwargs.get('dropout_pct', self.DEFAULT_DROPOUT) weight_lambda = self.addn_kwargs.get('weight_lambda', self.DEFAULT_WEIGHT_LAMBDA) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) @@ -54,6 +56,7 @@ def specific_setup(self): domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, numerical_attr_groups=numerical_attr_groups, + dropout_pct=dropout_pct, learning_rate=learning_rate, validate_fpath=validate_fpath, validate_tid_col=validate_tid_col, From 591fa02a6b817abf320a80d69669580301a13358 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 12 Jun 2019 00:46:38 -0400 Subject: [PATCH 40/48] Fixed calculation of num_batches in learning loop. --- repair/learn/learn.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/repair/learn/learn.py b/repair/learn/learn.py index 90c404aeb..2af30a6e2 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -143,7 +143,7 @@ def fit_model(self, X_train, Y_train, mask_train): epochs = self.env['epochs'] for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. - num_batches = X_train.shape[0] // batch_size + num_batches = (X_train.shape[0] + batch_size - 1) // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size cost += self.__train__(loss, optimizer, X_train[start:end], From bbe68e7559d018086ced8e0e50cf4943c7afb3a5 Mon Sep 17 00:00:00 2001 From: stoke Date: Mon, 17 Jun 2019 14:44:10 -0400 Subject: [PATCH 41/48] do not drop null inits cells with dom(len) <= 1 --- domain/domain.py | 2 -- domain/estimators/tuple_embedding.py | 5 ++++- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index bd1327e4f..5f1fc34e5 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -208,8 +208,6 @@ def generate_domain(self): if len(dom) <= 1: # Initial value is NULL and we cannot come up with # a domain (note that NULL is not included in the domain); - # a random domain probably won't help us so - # completely ignore this cell and continue. # Note if len(dom) == 1, then we generated a single correct # value (since NULL is not included in the domain). # This would be a "SINGLE_VALUE" example and we'd still diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 1eb3c096e..3d6b10637 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1202,7 +1202,10 @@ def get_features(self, vids): domain_idxs, domain_masks) - cat_probas = Softmax(dim=1)(cat_logits) + if cat_logits.nelement(): + cat_probas = Softmax(dim=1)(cat_logits) + else: + cat_probas = cat_logits # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) From ba1cc4b88e90df74a3842a9d16ea72ab59a2f5e6 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 19 Jun 2019 02:24:39 -0400 Subject: [PATCH 42/48] Fixed z-scoring with 0 std and deleting e-notation numerical values. --- domain/estimators/tuple_embedding.py | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 3d6b10637..747704e0d 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -18,7 +18,7 @@ from ..estimator import Estimator from utils import NULL_REPR -NONNUMERICS = "[^0-9+-.]" +NONNUMERICS = "[^0-9+-.e]" def verify_numerical_attr_groups(dataset, numerical_attr_groups): """ @@ -141,7 +141,7 @@ def __init__(self, env, dataset, domain_df, self._num_attrs_std[num_attr] = temp[fil_notnull].astype(np.float).std(axis=0) temp[fil_notnull] = ((temp[fil_notnull].astype(np.float) \ - self._num_attrs_mean[num_attr]) \ - / self._num_attrs_std[num_attr]).astype(str) + / (self._num_attrs_std[num_attr] or 1.)).astype(str) self._raw_data[num_attr] = temp # Indexes assigned to attributes: first categorical then numerical. @@ -643,17 +643,17 @@ def __init__(self, env, dataset, domain_df, self._embed_size) raise Exception() # Convert non numerical init values in numerical attributes with _nan_. - if self._numerical_attrs is not None: - fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - fil_notnull = self.domain_df['weak_label'] != NULL_REPR - fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) - bad_numerics = fil_attr & fil_notnull & fil_notnumeric - if bad_numerics.sum(): - self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR - logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', - type(self).__name__, - bad_numerics.sum(), - NULL_REPR) + # if self._numerical_attrs is not None: + # fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) + # fil_notnull = self.domain_df['weak_label'] != NULL_REPR + # fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) + # bad_numerics = fil_attr & fil_notnull & fil_notnumeric + # if bad_numerics.sum(): + # self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR + # logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', + # type(self).__name__, + # bad_numerics.sum(), + # NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) From 2303c3180ed5ff17d2fd6a8a4c53414f27986c37 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 19 Jun 2019 20:09:18 -0400 Subject: [PATCH 43/48] Do not quantize if bins > unique. --- dataset/quantization.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 393a993ac..653d6e078 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -32,9 +32,11 @@ def quantize_km(env, df_raw, num_attr_groups_bins): # Matrix of possibly n-dimension values X_attrs = df_group.values.astype(np.float) - n_clusters = min(bins, np.unique(X_attrs, axis=0).shape[0]) + if bins >= np.unique(X_attrs, axis=0).shape[0]: + # No need to quantize since more bins than unique values. + continue - km = KMeans(n_clusters=n_clusters) + km = KMeans(n_clusters=bins) km.fit(X_attrs) label_pred = km.labels_ From f0805ef2c43f69919b65369b24835c8900e0031a Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 22 Jun 2019 01:10:50 -0400 Subject: [PATCH 44/48] Fixed some things in domain. --- domain/domain.py | 6 ++++-- domain/estimators/tuple_embedding.py | 16 ---------------- tests/start_test.sh | 2 +- 3 files changed, 5 insertions(+), 19 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 5f1fc34e5..51f926c7f 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -226,8 +226,10 @@ def generate_domain(self): # point to run inference on it since we cannot even generate # a random domain. Therefore, we just ignore it from the # final tensor. - # if len(rand_dom_values) == 0: - # continue + # We do not drop NULL cells since we stil have to repair them + # with their 1 domain value. + if init_value != NULL_REPR and len(rand_dom_values) == 0: + continue # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 747704e0d..bb32972d3 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -642,18 +642,6 @@ def __init__(self, env, dataset, domain_df, max(list(map(len, numerical_attr_groups)) or [0]), self._embed_size) raise Exception() - # Convert non numerical init values in numerical attributes with _nan_. - # if self._numerical_attrs is not None: - # fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - # fil_notnull = self.domain_df['weak_label'] != NULL_REPR - # fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) - # bad_numerics = fil_attr & fil_notnull & fil_notnumeric - # if bad_numerics.sum(): - # self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR - # logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', - # type(self).__name__, - # bad_numerics.sum(), - # NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) @@ -739,9 +727,6 @@ def __init__(self, env, dataset, domain_df, self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) - # out_num_zeros_vecs may not be necessary - self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) - self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Non-linearity for combined_init for each numerical attr self.out_num_w1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._embed_size)) @@ -783,7 +768,6 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.in_num_bias1) if self._n_train_num_attrs > 0: - torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) torch.nn.init.xavier_uniform_(self.out_num_w1) torch.nn.init.xavier_uniform_(self.out_num_bias1) diff --git a/tests/start_test.sh b/tests/start_test.sh index c69227ea7..3399530cb 100755 --- a/tests/start_test.sh +++ b/tests/start_test.sh @@ -5,4 +5,4 @@ source ../set_env.sh # Launch tests. echo "Launching tests..." -pytest -n 1 +pytest From ae336ccca81ce192f6500a526b1c59b64bede92e Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 22 Jun 2019 12:03:30 -0700 Subject: [PATCH 45/48] Added notebook for using EmbeddingFeaturizer. --- examples/mixed-value-repair.ipynb | 869 ++++++++++++++ testdata/hospital/hospital_numerical.csv | 56 +- testdata/met/met_1000.csv | 1307 ---------------------- testdata/met/met_1000_transformed.csv | 1001 ----------------- testdata/met/met_constraints.txt | 14 - 5 files changed, 897 insertions(+), 2350 deletions(-) create mode 100644 examples/mixed-value-repair.ipynb delete mode 100644 testdata/met/met_1000.csv delete mode 100644 testdata/met/met_1000_transformed.csv delete mode 100644 testdata/met/met_constraints.txt diff --git a/examples/mixed-value-repair.ipynb b/examples/mixed-value-repair.ipynb new file mode 100644 index 000000000..1a70a9240 --- /dev/null +++ b/examples/mixed-value-repair.ipynb @@ -0,0 +1,869 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mixed value repair example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook will walk through how to use the `EmbeddingFeaturizer` to perform mixed value repair (i.e. when there are both numerical and categorical columns)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "\n", + "import holoclean\n", + "from detect import *\n", + "from repair.featurize import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Setup a HoloClean session." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:49:48 - [DEBUG] - initiating session with parameters: {'db_user': 'holocleanuser', 'db_pwd': 'abcd1234', 'db_host': 'localhost', 'db_name': 'holo', 'threads': 1, 'timeout': 180000, 'seed': 45, 'layer_sizes': [1], 'learning_rate': 0.001, 'optimizer': 'adam', 'epochs': 20, 'weight_decay': 0.0, 'momentum': 0.0, 'batch_size': 1, 'weak_label_thresh': 0.9, 'domain_thresh_1': 0.0, 'domain_thresh_2': 0.0, 'max_domain': 10000, 'cor_strength': 0.6, 'nb_cor_strength': 0.3, 'feature_norm': False, 'weight_norm': False, 'estimator_type': 'NaiveBayes', 'estimator_epochs': 10, 'estimator_batch_size': 32, 'estimator_embedding_size': 10, 'train_attrs': None, 'infer_mode': 'dk', 'verbose': True, 'bias': False, 'print_fw': False, 'debug_mode': False}\n" + ] + } + ], + "source": [ + "hc = holoclean.HoloClean(\n", + " db_name='holo',\n", + " domain_thresh_1=0.0,\n", + " domain_thresh_2=0.0,\n", + " max_domain=10000,\n", + " cor_strength=0.6,\n", + " weight_decay=0.,\n", + " learning_rate=0.001,\n", + " threads=1,\n", + " batch_size=1,\n", + " verbose=True,\n", + " timeout=3 * 60000,\n", + ").session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Load training data and denial constraints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We load the hospital dataset where there are two numerical columns: Sample and Score.\n", + "\n", + "We specify which attributes are numerical." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:53:28 - [WARNING] - Dropping the following null column from the dataset: 'Address2'\n", + "11:53:28 - [WARNING] - Dropping the following null column from the dataset: 'Address3'\n", + "11:53:30 - [ INFO] - Loaded 1000 rows with 18000 cells\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:53:30 - [ INFO] - DONE Loading hospital_numerical.csv\n", + "11:53:30 - [DEBUG] - Time to load dataset: 0.38 secs\n", + "11:53:30 - [DEBUG] - OPENED constraints file successfully\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.Condition,t2.Condition)&EQ(t1.MeasureName,t2.MeasureName)&IQ(t1.HospitalType,t2.HospitalType)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.Condition,t2.Condition)&EQ(t1.MeasureName,t2.MeasureName)&IQ(t1.HospitalType,t2.HospitalType)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.Condition,t2.Condition)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.MeasureName,t2.MeasureName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.HospitalType,t2.HospitalType)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.ZipCode,t2.ZipCode)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.ZipCode,t2.ZipCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.ZipCode,t2.ZipCode)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.PhoneNumber,t2.PhoneNumber)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.PhoneNumber,t2.PhoneNumber)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.PhoneNumber,t2.PhoneNumber)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.MeasureName,t2.MeasureName)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.MeasureName,t2.MeasureName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.MeasureName,t2.MeasureName)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.Stateavg,t2.Stateavg)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.Stateavg,t2.Stateavg)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.Stateavg,t2.Stateavg)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.ProviderNumber,t2.ProviderNumber)&IQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.ProviderNumber,t2.ProviderNumber)&IQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.ProviderNumber,t2.ProviderNumber)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.Condition,t2.Condition)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.MeasureCode,t2.MeasureCode)&IQ(t1.Condition,t2.Condition)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.Condition,t2.Condition)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.Address1,t2.Address1)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.Address1,t2.Address1)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.Address1,t2.Address1)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.HospitalOwner,t2.HospitalOwner)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.HospitalOwner,t2.HospitalOwner)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.HospitalOwner,t2.HospitalOwner)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.ProviderNumber,t2.ProviderNumber)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.ProviderNumber,t2.ProviderNumber)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.ProviderNumber,t2.ProviderNumber)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&EQ(t1.PhoneNumber,t2.PhoneNumber)&EQ(t1.HospitalOwner,t2.HospitalOwner)&IQ(t1.State,t2.State)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&EQ(t1.PhoneNumber,t2.PhoneNumber)&EQ(t1.HospitalOwner,t2.HospitalOwner)&IQ(t1.State,t2.State)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.PhoneNumber,t2.PhoneNumber)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalOwner,t2.HospitalOwner)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.State,t2.State)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.City,t2.City)&IQ(t1.CountyName,t2.CountyName)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.City,t2.City)&IQ(t1.CountyName,t2.CountyName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.City,t2.City)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.CountyName,t2.CountyName)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.ZipCode,t2.ZipCode)&IQ(t1.EmergencyService,t2.EmergencyService)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.ZipCode,t2.ZipCode)&IQ(t1.EmergencyService,t2.EmergencyService)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.ZipCode,t2.ZipCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.EmergencyService,t2.EmergencyService)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.City,t2.City)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.HospitalName,t2.HospitalName)&IQ(t1.City,t2.City)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.HospitalName,t2.HospitalName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.City,t2.City)\n", + "11:53:30 - [DEBUG] - DONE pre-processing constraint: t1&t2&EQ(t1.MeasureName,t2.MeasureName)&IQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [DEBUG] - DONE extracting tuples from constraint: t1&t2&EQ(t1.MeasureName,t2.MeasureName)&IQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: EQ(t1.MeasureName,t2.MeasureName)\n", + "11:53:30 - [DEBUG] - DONE parsing predicate: IQ(t1.MeasureCode,t2.MeasureCode)\n", + "11:53:30 - [ INFO] - DONE Loading DCs from hospital_constraints.txt\n", + "11:53:30 - [DEBUG] - Time to load dirty data: 0.16 secs\n" + ] + } + ], + "source": [ + "hc.load_data('hospital', '../testdata/hospital/hospital_numerical.csv',\n", + " numerical_attrs=['Score', 'Sample'])\n", + "hc.load_dcs('../testdata/hospital/hospital_constraints.txt')\n", + "hc.ds.set_constraints(hc.get_dcs())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Detect erroneous cells using these two detectors." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:54:17 - [DEBUG] - DONE with Error Detector: NullDetector in 0.08 secs\n", + "11:54:17 - [DEBUG] - Preparing to execute 15 queries.\n", + "11:54:17 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"Condition\"=t2.\"Condition\" AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t1.\"Condition\"!='_nan_' AND t1.\"MeasureName\"!='_nan_' AND t1.\"HospitalType\"!='_nan_' AND t2.\"Condition\"!='_nan_' AND t2.\"MeasureName\"!='_nan_' AND t2.\"HospitalType\"!='_nan_') with id 0\n", + "11:54:18 - [DEBUG] - Time to execute query with id 0: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"ZipCode\"<>t2.\"ZipCode\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"ZipCode\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"ZipCode\"!='_nan_') with id 1\n", + "11:54:18 - [DEBUG] - Time to execute query with id 1: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"<>t2.\"PhoneNumber\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"PhoneNumber\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"PhoneNumber\"!='_nan_') with id 2\n", + "11:54:18 - [DEBUG] - Time to execute query with id 2: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t1.\"MeasureName\"<>t2.\"MeasureName\" AND t1.\"MeasureCode\"!='_nan_' AND t1.\"MeasureName\"!='_nan_' AND t2.\"MeasureCode\"!='_nan_' AND t2.\"MeasureName\"!='_nan_') with id 3\n", + "11:54:18 - [DEBUG] - Time to execute query with id 3: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t1.\"Stateavg\"<>t2.\"Stateavg\" AND t1.\"MeasureCode\"!='_nan_' AND t1.\"Stateavg\"!='_nan_' AND t2.\"MeasureCode\"!='_nan_' AND t2.\"Stateavg\"!='_nan_') with id 4\n", + "11:54:18 - [DEBUG] - Time to execute query with id 4: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"ProviderNumber\"=t2.\"ProviderNumber\" AND t1.\"HospitalName\"<>t2.\"HospitalName\" AND t1.\"ProviderNumber\"!='_nan_' AND t1.\"HospitalName\"!='_nan_' AND t2.\"ProviderNumber\"!='_nan_' AND t2.\"HospitalName\"!='_nan_') with id 5\n", + "11:54:18 - [DEBUG] - Time to execute query with id 5: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t1.\"Condition\"<>t2.\"Condition\" AND t1.\"MeasureCode\"!='_nan_' AND t1.\"Condition\"!='_nan_' AND t2.\"MeasureCode\"!='_nan_' AND t2.\"Condition\"!='_nan_') with id 6\n", + "11:54:18 - [DEBUG] - Time to execute query with id 6: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"Address1\"<>t2.\"Address1\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"Address1\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"Address1\"!='_nan_') with id 7\n", + "11:54:18 - [DEBUG] - Time to execute query with id 7: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"HospitalOwner\"<>t2.\"HospitalOwner\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"HospitalOwner\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"HospitalOwner\"!='_nan_') with id 8\n", + "11:54:18 - [DEBUG] - Time to execute query with id 8: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"ProviderNumber\"<>t2.\"ProviderNumber\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"ProviderNumber\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"ProviderNumber\"!='_nan_') with id 9\n", + "11:54:18 - [DEBUG] - Time to execute query with id 9: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"PhoneNumber\"!='_nan_' AND t1.\"HospitalOwner\"!='_nan_' AND t1.\"State\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"PhoneNumber\"!='_nan_' AND t2.\"HospitalOwner\"!='_nan_' AND t2.\"State\"!='_nan_') with id 10\n", + "11:54:18 - [DEBUG] - Time to execute query with id 10: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"City\"=t2.\"City\" AND t1.\"CountyName\"<>t2.\"CountyName\" AND t1.\"City\"!='_nan_' AND t1.\"CountyName\"!='_nan_' AND t2.\"City\"!='_nan_' AND t2.\"CountyName\"!='_nan_') with id 11\n", + "11:54:18 - [DEBUG] - Time to execute query with id 11: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"ZipCode\"=t2.\"ZipCode\" AND t1.\"EmergencyService\"<>t2.\"EmergencyService\" AND t1.\"ZipCode\"!='_nan_' AND t1.\"EmergencyService\"!='_nan_' AND t2.\"ZipCode\"!='_nan_' AND t2.\"EmergencyService\"!='_nan_') with id 12\n", + "11:54:18 - [DEBUG] - Time to execute query with id 12: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"City\"<>t2.\"City\" AND t1.\"HospitalName\"!='_nan_' AND t1.\"City\"!='_nan_' AND t2.\"HospitalName\"!='_nan_' AND t2.\"City\"!='_nan_') with id 13\n", + "11:54:18 - [DEBUG] - Time to execute query with id 13: 0.00 secs\n", + "11:54:18 - [DEBUG] - Starting to execute query SELECT t1._tid_ FROM \"hospital\" as t1 WHERE EXISTS (SELECT t2._tid_ FROM \"hospital\" as t2 WHERE t1.\"MeasureName\"=t2.\"MeasureName\" AND t1.\"MeasureCode\"<>t2.\"MeasureCode\" AND t1.\"MeasureName\"!='_nan_' AND t1.\"MeasureCode\"!='_nan_' AND t2.\"MeasureName\"!='_nan_' AND t2.\"MeasureCode\"!='_nan_') with id 14\n", + "11:54:18 - [DEBUG] - Time to execute query with id 14: 0.17 secs\n", + "11:54:18 - [DEBUG] - Time to execute 15 queries: 0.27 secs\n", + "11:54:18 - [DEBUG] - DONE with Error Detector: ViolationDetector in 0.38 secs\n", + "11:54:19 - [ INFO] - detected 11294 potentially erroneous cells\n", + "11:54:21 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:54:21 - [ INFO] - DONE with error detection.\n", + "11:54:21 - [DEBUG] - Time to detect errors: 1.65 secs\n" + ] + } + ], + "source": [ + "detectors = [NullDetector(), ViolationDetector()]\n", + "hc.detect_errors(detectors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Quantize numerical columns to generate a better domain (optional)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generating domains requires computing co-occurrence statistics between columns. For numerical columns, co-occurrence is not well defined, thus we can choose to quantize the column to allow for better domain generation using co-occurrence statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:56:24 - [ INFO] - DONE with quantization\n", + "11:56:24 - [DEBUG] - Time to quantize the dataset: 0.41 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:56:25 - [DEBUG] - Time to load quantized dataset: 0.99 secs\n" + ] + } + ], + "source": [ + "# Quantize each of Score and Sample into 50 bins.\n", + "_ = hc.quantize_numericals([(50, ['Score']), (50, ['Sample'])])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Generate the domain." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:57:32 - [DEBUG] - Computing correlations...\n", + "11:57:36 - [DEBUG] - correlations:\n", + "attr ProviderNumber HospitalName Address1 City State \\\n", + "cond_attr \n", + "Address1 0.973058 0.977819 1.000000 0.968957 0.926332 \n", + "City 0.927848 0.932173 0.927911 1.000000 0.928117 \n", + "Condition 0.149259 0.141563 0.156809 0.185834 0.835806 \n", + "CountyName 0.881920 0.885445 0.882335 0.923666 0.924064 \n", + "EmergencyService 0.205623 0.202773 0.214343 0.243758 0.832506 \n", + "HospitalName 0.973002 1.000000 0.972486 0.968905 0.929428 \n", + "HospitalOwner 0.537764 0.537251 0.541772 0.548234 0.864220 \n", + "HospitalType 0.119127 0.115310 0.129153 0.157915 0.832457 \n", + "MeasureCode 0.174872 0.166578 0.185173 0.214309 0.851806 \n", + "MeasureName 0.183367 0.175159 0.193562 0.220290 0.861953 \n", + "PhoneNumber 0.973098 0.977334 0.973110 0.969938 0.933865 \n", + "ProviderNumber 1.000000 0.976860 0.971605 0.967993 0.929376 \n", + "Sample 0.359467 0.354015 0.361244 0.369162 0.875393 \n", + "Score 0.312788 0.316285 0.317851 0.329753 0.853992 \n", + "State 0.131298 0.126712 0.139378 0.171034 1.000000 \n", + "Stateavg 0.195620 0.187535 0.205663 0.233962 0.923974 \n", + "ZipCode 0.965245 0.969974 0.963988 0.968123 0.926632 \n", + "\n", + "attr ZipCode CountyName PhoneNumber HospitalType \\\n", + "cond_attr \n", + "Address1 0.972127 0.963397 0.971019 0.952788 \n", + "City 0.934637 0.964278 0.926514 0.949144 \n", + "Condition 0.151838 0.207498 0.150585 0.931511 \n", + "CountyName 0.888086 1.000000 0.878957 0.945261 \n", + "EmergencyService 0.211298 0.267143 0.208070 0.920743 \n", + "HospitalName 0.972968 0.963229 0.969914 0.952904 \n", + "HospitalOwner 0.536578 0.544639 0.539034 0.931281 \n", + "HospitalType 0.123045 0.177380 0.119986 1.000000 \n", + "MeasureCode 0.178994 0.236304 0.180124 0.945956 \n", + "MeasureName 0.187517 0.245150 0.188566 0.950756 \n", + "PhoneNumber 0.972139 0.962650 1.000000 0.949689 \n", + "ProviderNumber 0.972026 0.962638 0.969544 0.951406 \n", + "Sample 0.357459 0.383294 0.360479 0.941414 \n", + "Score 0.322374 0.344383 0.315091 0.946768 \n", + "State 0.134450 0.191860 0.134547 0.919316 \n", + "Stateavg 0.200136 0.257290 0.200741 0.946051 \n", + "ZipCode 1.000000 0.962290 0.961852 0.951262 \n", + "\n", + "attr HospitalOwner EmergencyService Condition MeasureCode \\\n", + "cond_attr \n", + "Address1 0.966570 0.940956 0.584203 0.236052 \n", + "City 0.928028 0.934725 0.581284 0.233349 \n", + "Condition 0.427182 0.694642 1.000000 0.516145 \n", + "CountyName 0.883687 0.933401 0.580194 0.232055 \n", + "EmergencyService 0.439513 1.000000 0.526531 0.167806 \n", + "HospitalName 0.966538 0.941898 0.581706 0.229725 \n", + "HospitalOwner 1.000000 0.762871 0.551022 0.189318 \n", + "HospitalType 0.407650 0.689176 0.531880 0.170839 \n", + "MeasureCode 0.441436 0.718517 0.956365 1.000000 \n", + "MeasureName 0.448612 0.720594 0.957862 0.968230 \n", + "PhoneNumber 0.969216 0.942204 0.585397 0.238129 \n", + "ProviderNumber 0.966533 0.939524 0.585867 0.234108 \n", + "Sample 0.506488 0.745238 0.643343 0.390392 \n", + "Score 0.471779 0.754224 0.562571 0.346597 \n", + "State 0.411698 0.687171 0.523886 0.160434 \n", + "Stateavg 0.452124 0.719776 0.957926 0.969366 \n", + "ZipCode 0.958044 0.942821 0.583916 0.234038 \n", + "\n", + "attr MeasureName Score Sample Stateavg \n", + "cond_attr \n", + "Address1 0.267261 0.479344 0.418536 0.291977 \n", + "City 0.262083 0.461002 0.398507 0.288384 \n", + "Condition 0.528375 0.296198 0.246655 0.532157 \n", + "CountyName 0.263570 0.444220 0.385469 0.288009 \n", + "EmergencyService 0.193962 0.264057 0.165028 0.208635 \n", + "HospitalName 0.261192 0.480236 0.417397 0.286113 \n", + "HospitalOwner 0.219387 0.317418 0.231994 0.236233 \n", + "HospitalType 0.198937 0.253875 0.156587 0.210978 \n", + "MeasureCode 0.960792 0.444047 0.383490 0.950992 \n", + "MeasureName 1.000000 0.448490 0.389795 0.952193 \n", + "PhoneNumber 0.269253 0.481446 0.424252 0.293902 \n", + "ProviderNumber 0.265397 0.478791 0.421917 0.290176 \n", + "Sample 0.409896 0.477632 1.000000 0.427525 \n", + "Score 0.373775 1.000000 0.341629 0.386813 \n", + "State 0.189378 0.248645 0.155601 0.224523 \n", + "Stateavg 0.963124 0.455885 0.400587 1.000000 \n", + "ZipCode 0.265329 0.482323 0.419898 0.290433 \n", + "11:57:36 - [DEBUG] - summary of correlations:\n", + "attr ProviderNumber HospitalName Address1 City State \\\n", + "count 17.000000 17.000000 17.000000 17.000000 17.000000 \n", + "mean 0.533139 0.531929 0.537434 0.555402 0.895878 \n", + "std 0.378612 0.383028 0.374251 0.366126 0.048053 \n", + "min 0.119127 0.115310 0.129153 0.157915 0.832457 \n", + "25% 0.183367 0.175159 0.193562 0.220290 0.853992 \n", + "50% 0.359467 0.354015 0.361244 0.369162 0.923974 \n", + "75% 0.965245 0.969974 0.963988 0.968123 0.928117 \n", + "max 1.000000 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + "attr ZipCode CountyName PhoneNumber HospitalType HospitalOwner \\\n", + "count 17.000000 17.000000 17.000000 17.000000 17.000000 \n", + "mean 0.536216 0.566672 0.533825 0.946250 0.685006 \n", + "std 0.377794 0.356470 0.375987 0.017519 0.264104 \n", + "min 0.123045 0.177380 0.119986 0.919316 0.407650 \n", + "25% 0.187517 0.245150 0.188566 0.941414 0.441436 \n", + "50% 0.357459 0.383294 0.360479 0.946768 0.506488 \n", + "75% 0.972026 0.962650 0.961852 0.951262 0.966533 \n", + "max 1.000000 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + "attr EmergencyService Condition MeasureCode MeasureName Score \\\n", + "count 17.000000 17.000000 17.000000 17.000000 17.000000 \n", + "mean 0.827514 0.664350 0.383328 0.405395 0.441977 \n", + "std 0.118621 0.176119 0.297919 0.284616 0.169899 \n", + "min 0.687171 0.523886 0.160434 0.189378 0.248645 \n", + "25% 0.719776 0.562571 0.229725 0.261192 0.317418 \n", + "50% 0.762871 0.583916 0.234108 0.265397 0.455885 \n", + "75% 0.940956 0.643343 0.390392 0.409896 0.479344 \n", + "max 1.000000 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + "attr Sample Stateavg \n", + "count 17.000000 17.000000 \n", + "mean 0.373961 0.421120 \n", + "std 0.190479 0.273204 \n", + "min 0.155601 0.208635 \n", + "25% 0.246655 0.286113 \n", + "50% 0.389795 0.290433 \n", + "75% 0.418536 0.427525 \n", + "max 1.000000 1.000000 \n", + "11:57:36 - [DEBUG] - computing frequency and co-occurrence statistics from raw data...\n", + "11:57:36 - [DEBUG] - Collecting single/pair-wise statistics...\n", + "11:57:39 - [DEBUG] - DONE computing statistics in 2.92s\n", + "11:57:39 - [DEBUG] - preparing pruned co-occurring statistics...\n", + "100%|██████████| 17/17 [00:00<00:00, 184.63it/s]\n", + "11:57:39 - [DEBUG] - DONE with pruned co-occurring statistics in 0.08 secs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:57:39 - [DEBUG] - generating initial set of un-pruned domain values...\n", + "100%|██████████| 1000/1000 [00:02<00:00, 425.42it/s]\n", + "11:57:42 - [DEBUG] - domain size stats: count 16744.000000\n", + "mean 5.005017\n", + "std 2.645148\n", + "min 2.000000\n", + "25% 3.000000\n", + "50% 5.000000\n", + "75% 6.000000\n", + "max 13.000000\n", + "Name: domain_size, dtype: float64\n", + "11:57:42 - [DEBUG] - domain count by attr: HospitalName 1000\n", + "State 1000\n", + "CountyName 1000\n", + "MeasureName 1000\n", + "City 1000\n", + "PhoneNumber 1000\n", + "Address1 1000\n", + "Stateavg 1000\n", + "ZipCode 1000\n", + "MeasureCode 1000\n", + "EmergencyService 1000\n", + "ProviderNumber 1000\n", + "HospitalType 1000\n", + "Condition 1000\n", + "HospitalOwner 1000\n", + "Sample 934\n", + "Score 810\n", + "Name: attribute, dtype: int64\n", + "11:57:42 - [DEBUG] - DONE generating initial set of domain values in 2.17s\n", + "11:57:46 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:57:46 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:57:46 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:57:46 - [DEBUG] - Time to create table: 0.00 secs\n", + "11:57:46 - [DEBUG] - Time to create index: 0.00 secs\n", + "11:57:46 - [ INFO] - DONE with domain preparation.\n", + "11:57:46 - [DEBUG] - Time to generate the domain: 14.41 secs\n" + ] + } + ], + "source": [ + "hc.generate_domain()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Use EmbeddingFeaturizer to repair errors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `EmbeddingFeaturizer` is an autoencoder model that supports both regression for numerical columns and classification for categorical columns.\n", + "\n", + "It can be used as a replacement for the `OccurAttrFeaturizer` (co-occurrence featurizer)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "11:59:21 - [DEBUG] - Time to execute query: 0.00 secs\n", + "11:59:21 - [DEBUG] - Time to execute query: 0.00 secs\n", + "11:59:21 - [DEBUG] - EmbeddingFeaturizer: training TupleEmbedding model since it was not used as an estimator\n", + "11:59:21 - [DEBUG] - EmbeddingFeaturizer: training with 10 epochs and 32 batch size\n", + "11:59:21 - [DEBUG] - LookupDataset: init categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", + "11:59:21 - [DEBUG] - LookupDataset: init numerical attributes: []\n", + "11:59:21 - [DEBUG] - LookupDataset: train categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", + "11:59:21 - [DEBUG] - LookupDataset: train numerical attributes: []\n", + "11:59:21 - [DEBUG] - TupleEmbedding: max domain size: (categorical) 13, (numerical) 13\n", + "11:59:21 - [DEBUG] - TupleEmbedding: training (lambda = 0.000000) on 16744 cells (16744 cells in total) in:\n", + "1) 17 categorical columns: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", + "2) 0 numerical columns: []\n", + "11:59:21 - [DEBUG] - TupleEmbedding: epoch 1 of 10\n", + "11:59:21 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 65.97it/s]\n", + "11:59:29 - [DEBUG] - TupleEmbedding: average batch loss: 0.568401\n", + "11:59:29 - [DEBUG] - TupleEmbedding: epoch 2 of 10\n", + "11:59:29 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 61.61it/s]\n", + "11:59:38 - [DEBUG] - TupleEmbedding: average batch loss: 0.367262\n", + "11:59:38 - [DEBUG] - TupleEmbedding: epoch 3 of 10\n", + "11:59:38 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 69.80it/s]\n", + "11:59:45 - [DEBUG] - TupleEmbedding: average batch loss: 0.320935\n", + "11:59:45 - [DEBUG] - TupleEmbedding: epoch 4 of 10\n", + "11:59:45 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 60.64it/s]\n", + "11:59:54 - [DEBUG] - TupleEmbedding: average batch loss: 0.293559\n", + "11:59:54 - [DEBUG] - TupleEmbedding: epoch 5 of 10\n", + "11:59:54 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 71.85it/s]\n", + "12:00:01 - [DEBUG] - TupleEmbedding: average batch loss: 0.274988\n", + "12:00:01 - [DEBUG] - TupleEmbedding: epoch 6 of 10\n", + "12:00:01 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 69.74it/s]\n", + "12:00:09 - [DEBUG] - TupleEmbedding: average batch loss: 0.262769\n", + "12:00:09 - [DEBUG] - TupleEmbedding: epoch 7 of 10\n", + "12:00:09 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 70.87it/s]\n", + "12:00:16 - [DEBUG] - TupleEmbedding: average batch loss: 0.250704\n", + "12:00:16 - [DEBUG] - TupleEmbedding: epoch 8 of 10\n", + "12:00:16 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 69.23it/s]\n", + "12:00:24 - [DEBUG] - TupleEmbedding: average batch loss: 0.244921\n", + "12:00:24 - [DEBUG] - TupleEmbedding: epoch 9 of 10\n", + "12:00:24 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 72.89it/s]\n", + "12:00:31 - [DEBUG] - TupleEmbedding: average batch loss: 0.235539\n", + "12:00:31 - [DEBUG] - TupleEmbedding: epoch 10 of 10\n", + "12:00:31 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 71.88it/s]\n", + "12:00:38 - [DEBUG] - TupleEmbedding: average batch loss: 0.225295\n", + "12:00:38 - [DEBUG] - EmbeddingFeaturizer: done training TupleEmbedding model.\n", + "12:00:38 - [DEBUG] - Time to execute query: 0.00 secs\n", + "12:00:38 - [DEBUG] - featurizing training data...\n", + "12:00:38 - [DEBUG] - TupleEmbedding: getting features in batches (# batches = 2, size = 10000) ...\n", + "100%|██████████| 2/2 [00:03<00:00, 1.82s/it]\n", + "12:00:42 - [DEBUG] - Preparing to execute 33 queries.\n", + "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"Condition\" GROUP BY _vid_, val_id with id 0\n", + "12:00:42 - [DEBUG] - Time to execute query with id 0: 0.00 secs\n", + "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 1\n", + "12:00:42 - [DEBUG] - Time to execute query with id 1: 0.00 secs\n", + "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalType' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"HospitalType\" GROUP BY _vid_, val_id with id 2\n", + "12:00:43 - [DEBUG] - Time to execute query with id 2: 0.01 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ZipCode\"<>t2.\"ZipCode\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 3\n", + "12:00:43 - [DEBUG] - Time to execute query with id 3: 0.00 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ZipCode\" GROUP BY _vid_, val_id with id 4\n", + "12:00:43 - [DEBUG] - Time to execute query with id 4: 0.01 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"<>t2.\"PhoneNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 5\n", + "12:00:43 - [DEBUG] - Time to execute query with id 5: 0.00 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 6\n", + "12:00:43 - [DEBUG] - Time to execute query with id 6: 0.00 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"<>t2.\"MeasureName\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 7\n", + "12:00:43 - [DEBUG] - Time to execute query with id 7: 0.00 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"MeasureName\" GROUP BY _vid_, val_id with id 8\n", + "12:00:43 - [DEBUG] - Time to execute query with id 8: 0.00 secs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Stateavg\"<>t2.\"Stateavg\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 9\n", + "12:00:43 - [DEBUG] - Time to execute query with id 9: 0.00 secs\n", + "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Stateavg' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Stateavg\" GROUP BY _vid_, val_id with id 10\n", + "12:00:44 - [DEBUG] - Time to execute query with id 10: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"<>t2.\"HospitalName\" AND t3.rv_val::TEXT = t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 11\n", + "12:00:44 - [DEBUG] - Time to execute query with id 11: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"=t2.\"ProviderNumber\" AND t3.rv_val::TEXT <> t2.\"HospitalName\" GROUP BY _vid_, val_id with id 12\n", + "12:00:44 - [DEBUG] - Time to execute query with id 12: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Condition\"<>t2.\"Condition\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 13\n", + "12:00:44 - [DEBUG] - Time to execute query with id 13: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Condition\" GROUP BY _vid_, val_id with id 14\n", + "12:00:44 - [DEBUG] - Time to execute query with id 14: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"Address1\"<>t2.\"Address1\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 15\n", + "12:00:44 - [DEBUG] - Time to execute query with id 15: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Address1' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"Address1\" GROUP BY _vid_, val_id with id 16\n", + "12:00:44 - [DEBUG] - Time to execute query with id 16: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"HospitalOwner\"<>t2.\"HospitalOwner\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 17\n", + "12:00:44 - [DEBUG] - Time to execute query with id 17: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 18\n", + "12:00:44 - [DEBUG] - Time to execute query with id 18: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"<>t2.\"ProviderNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 19\n", + "12:00:44 - [DEBUG] - Time to execute query with id 19: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 20\n", + "12:00:44 - [DEBUG] - Time to execute query with id 20: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 21\n", + "12:00:44 - [DEBUG] - Time to execute query with id 21: 0.00 secs\n", + "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 22\n", + "12:00:45 - [DEBUG] - Time to execute query with id 22: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 23\n", + "12:00:45 - [DEBUG] - Time to execute query with id 23: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'State' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t3.rv_val::TEXT <> t2.\"State\" GROUP BY _vid_, val_id with id 24\n", + "12:00:45 - [DEBUG] - Time to execute query with id 24: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"CountyName\"<>t2.\"CountyName\" AND t3.rv_val::TEXT = t2.\"City\" GROUP BY _vid_, val_id with id 25\n", + "12:00:45 - [DEBUG] - Time to execute query with id 25: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'CountyName' AND t1.\"City\"=t2.\"City\" AND t3.rv_val::TEXT <> t2.\"CountyName\" GROUP BY _vid_, val_id with id 26\n", + "12:00:45 - [DEBUG] - Time to execute query with id 26: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"EmergencyService\"<>t2.\"EmergencyService\" AND t3.rv_val::TEXT = t2.\"ZipCode\" GROUP BY _vid_, val_id with id 27\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "12:00:45 - [DEBUG] - Time to execute query with id 27: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'EmergencyService' AND t1.\"ZipCode\"=t2.\"ZipCode\" AND t3.rv_val::TEXT <> t2.\"EmergencyService\" GROUP BY _vid_, val_id with id 28\n", + "12:00:45 - [DEBUG] - Time to execute query with id 28: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"City\"<>t2.\"City\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 29\n", + "12:00:45 - [DEBUG] - Time to execute query with id 29: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"City\" GROUP BY _vid_, val_id with id 30\n", + "12:00:45 - [DEBUG] - Time to execute query with id 30: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"<>t2.\"MeasureCode\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 31\n", + "12:00:45 - [DEBUG] - Time to execute query with id 31: 0.00 secs\n", + "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 32\n", + "12:00:46 - [DEBUG] - Time to execute query with id 32: 0.00 secs\n", + "12:00:46 - [DEBUG] - Time to execute 33 queries: 0.20 secs\n", + "12:00:47 - [DEBUG] - DONE featurization. Feature tensor size: torch.Size([16744, 13, 34])\n", + "12:00:47 - [DEBUG] - generating weak labels...\n", + "12:00:47 - [DEBUG] - Time to execute query: 0.01 secs\n", + "100%|██████████| 7383/7383 [00:00<00:00, 49102.59it/s]\n", + "12:00:47 - [DEBUG] - DONE generating weak labels.\n", + "12:00:47 - [DEBUG] - generating mask...\n", + "12:00:47 - [DEBUG] - Time to execute query: 0.02 secs\n", + "100%|██████████| 16744/16744 [00:00<00:00, 65706.27it/s]\n", + "12:00:47 - [DEBUG] - DONE generating mask.\n", + "12:00:47 - [ INFO] - DONE setting up featurized dataset.\n", + "12:00:47 - [DEBUG] - Time to featurize data: 80.08 secs\n", + "12:00:47 - [DEBUG] - training model with first layer size: ['torch.Size([1, 1])', 'torch.Size([33, 1])']\n", + "12:00:47 - [ INFO] - DONE setting up repair model.\n", + "12:00:47 - [DEBUG] - Time to setup repair model: 80.08 secs\n", + "12:00:47 - [ INFO] - training with 7383 training examples (cells)\n", + " 0%| | 0/20 [00:00 Date: Sat, 22 Jun 2019 12:44:50 -0700 Subject: [PATCH 46/48] Fixed up notebook for mixed value repair. --- examples/mixed-value-repair.ipynb | 564 ++++++++++++++++-------------- repair/featurize/embeddingfeat.py | 29 -- 2 files changed, 307 insertions(+), 286 deletions(-) diff --git a/examples/mixed-value-repair.ipynb b/examples/mixed-value-repair.ipynb index 1a70a9240..c928e7a17 100644 --- a/examples/mixed-value-repair.ipynb +++ b/examples/mixed-value-repair.ipynb @@ -506,212 +506,262 @@ "source": [ "The `EmbeddingFeaturizer` is an autoencoder model that supports both regression for numerical columns and classification for categorical columns.\n", "\n", - "It can be used as a replacement for the `OccurAttrFeaturizer` (co-occurrence featurizer)." + "It can be used as a replacement for the `OccurAttrFeaturizer` (co-occurrence featurizer).\n", + "\n", + "One must specify the numerical groups (usually each group contains 1 numerical attribute, but for multi-D numerical columns like latitude-longitude it may be useful to specify them as one group of 2 attributes).\n", + "\n", + "To use the embedding model as a standalone, simply omit all other featurizers." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "11:59:21 - [DEBUG] - Time to execute query: 0.00 secs\n", - "11:59:21 - [DEBUG] - Time to execute query: 0.00 secs\n", - "11:59:21 - [DEBUG] - EmbeddingFeaturizer: training TupleEmbedding model since it was not used as an estimator\n", - "11:59:21 - [DEBUG] - EmbeddingFeaturizer: training with 10 epochs and 32 batch size\n", - "11:59:21 - [DEBUG] - LookupDataset: init categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", - "11:59:21 - [DEBUG] - LookupDataset: init numerical attributes: []\n", - "11:59:21 - [DEBUG] - LookupDataset: train categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", - "11:59:21 - [DEBUG] - LookupDataset: train numerical attributes: []\n", - "11:59:21 - [DEBUG] - TupleEmbedding: max domain size: (categorical) 13, (numerical) 13\n", - "11:59:21 - [DEBUG] - TupleEmbedding: training (lambda = 0.000000) on 16744 cells (16744 cells in total) in:\n", - "1) 17 categorical columns: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'Sample', 'Score', 'State', 'Stateavg', 'ZipCode']\n", - "2) 0 numerical columns: []\n", - "11:59:21 - [DEBUG] - TupleEmbedding: epoch 1 of 10\n", - "11:59:21 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 65.97it/s]\n", - "11:59:29 - [DEBUG] - TupleEmbedding: average batch loss: 0.568401\n", - "11:59:29 - [DEBUG] - TupleEmbedding: epoch 2 of 10\n", - "11:59:29 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:08<00:00, 61.61it/s]\n", - "11:59:38 - [DEBUG] - TupleEmbedding: average batch loss: 0.367262\n", - "11:59:38 - [DEBUG] - TupleEmbedding: epoch 3 of 10\n", - "11:59:38 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 69.80it/s]\n", - "11:59:45 - [DEBUG] - TupleEmbedding: average batch loss: 0.320935\n", - "11:59:45 - [DEBUG] - TupleEmbedding: epoch 4 of 10\n", - "11:59:45 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:08<00:00, 60.64it/s]\n", - "11:59:54 - [DEBUG] - TupleEmbedding: average batch loss: 0.293559\n", - "11:59:54 - [DEBUG] - TupleEmbedding: epoch 5 of 10\n", - "11:59:54 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 71.85it/s]\n", - "12:00:01 - [DEBUG] - TupleEmbedding: average batch loss: 0.274988\n", - "12:00:01 - [DEBUG] - TupleEmbedding: epoch 6 of 10\n", - "12:00:01 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 69.74it/s]\n", - "12:00:09 - [DEBUG] - TupleEmbedding: average batch loss: 0.262769\n", - "12:00:09 - [DEBUG] - TupleEmbedding: epoch 7 of 10\n", - "12:00:09 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 70.87it/s]\n", - "12:00:16 - [DEBUG] - TupleEmbedding: average batch loss: 0.250704\n", - "12:00:16 - [DEBUG] - TupleEmbedding: epoch 8 of 10\n", - "12:00:16 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 69.23it/s]\n", - "12:00:24 - [DEBUG] - TupleEmbedding: average batch loss: 0.244921\n", - "12:00:24 - [DEBUG] - TupleEmbedding: epoch 9 of 10\n", - "12:00:24 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 72.89it/s]\n", - "12:00:31 - [DEBUG] - TupleEmbedding: average batch loss: 0.235539\n", - "12:00:31 - [DEBUG] - TupleEmbedding: epoch 10 of 10\n", - "12:00:31 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", - "100%|██████████| 524/524 [00:07<00:00, 71.88it/s]\n", - "12:00:38 - [DEBUG] - TupleEmbedding: average batch loss: 0.225295\n", - "12:00:38 - [DEBUG] - EmbeddingFeaturizer: done training TupleEmbedding model.\n", - "12:00:38 - [DEBUG] - Time to execute query: 0.00 secs\n", - "12:00:38 - [DEBUG] - featurizing training data...\n", - "12:00:38 - [DEBUG] - TupleEmbedding: getting features in batches (# batches = 2, size = 10000) ...\n", - "100%|██████████| 2/2 [00:03<00:00, 1.82s/it]\n", - "12:00:42 - [DEBUG] - Preparing to execute 33 queries.\n", - "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"Condition\" GROUP BY _vid_, val_id with id 0\n", - "12:00:42 - [DEBUG] - Time to execute query with id 0: 0.00 secs\n", - "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 1\n", - "12:00:42 - [DEBUG] - Time to execute query with id 1: 0.00 secs\n", - "12:00:42 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalType' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"HospitalType\" GROUP BY _vid_, val_id with id 2\n", - "12:00:43 - [DEBUG] - Time to execute query with id 2: 0.01 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ZipCode\"<>t2.\"ZipCode\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 3\n", - "12:00:43 - [DEBUG] - Time to execute query with id 3: 0.00 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ZipCode\" GROUP BY _vid_, val_id with id 4\n", - "12:00:43 - [DEBUG] - Time to execute query with id 4: 0.01 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"<>t2.\"PhoneNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 5\n", - "12:00:43 - [DEBUG] - Time to execute query with id 5: 0.00 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 6\n", - "12:00:43 - [DEBUG] - Time to execute query with id 6: 0.00 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"<>t2.\"MeasureName\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 7\n", - "12:00:43 - [DEBUG] - Time to execute query with id 7: 0.00 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"MeasureName\" GROUP BY _vid_, val_id with id 8\n", - "12:00:43 - [DEBUG] - Time to execute query with id 8: 0.00 secs\n" + "12:38:05 - [DEBUG] - Time to execute query: 0.00 secs\n", + "12:38:05 - [DEBUG] - Time to execute query: 0.00 secs\n", + "12:38:05 - [DEBUG] - EmbeddingFeaturizer: training TupleEmbedding model since it was not used as an estimator\n", + "12:38:05 - [DEBUG] - EmbeddingFeaturizer: training with 20 epochs and 32 batch size\n", + "12:38:06 - [DEBUG] - LookupDataset: init categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'State', 'Stateavg', 'ZipCode']\n", + "12:38:06 - [DEBUG] - LookupDataset: init numerical attributes: ['Sample', 'Score']\n", + "12:38:06 - [DEBUG] - LookupDataset: train categorical attributes: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'State', 'Stateavg', 'ZipCode']\n", + "12:38:06 - [DEBUG] - LookupDataset: train numerical attributes: ['Sample', 'Score']\n", + "12:38:06 - [DEBUG] - TupleEmbedding: max domain size: (categorical) 13, (numerical) 13\n", + "12:38:07 - [DEBUG] - TupleEmbedding: training (lambda = 0.000000) on 16744 cells (16744 cells in total) in:\n", + "1) 15 categorical columns: ['Address1', 'City', 'Condition', 'CountyName', 'EmergencyService', 'HospitalName', 'HospitalOwner', 'HospitalType', 'MeasureCode', 'MeasureName', 'PhoneNumber', 'ProviderNumber', 'State', 'Stateavg', 'ZipCode']\n", + "2) 2 numerical columns: ['Sample', 'Score']\n", + "12:38:07 - [DEBUG] - TupleEmbedding: epoch 1 of 20\n", + "12:38:07 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:09<00:00, 54.05it/s]\n", + "12:38:16 - [DEBUG] - TupleEmbedding: average batch loss: 1.162892\n", + "12:38:16 - [DEBUG] - TupleEmbedding: epoch 2 of 20\n", + "12:38:16 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:09<00:00, 54.08it/s]\n", + "12:38:26 - [DEBUG] - TupleEmbedding: average batch loss: 0.759311\n", + "12:38:26 - [DEBUG] - TupleEmbedding: epoch 3 of 20\n", + "12:38:26 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 67.29it/s]\n", + "12:38:34 - [DEBUG] - TupleEmbedding: average batch loss: 0.654578\n", + "12:38:34 - [DEBUG] - TupleEmbedding: epoch 4 of 20\n", + "12:38:34 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:09<00:00, 62.79it/s]\n", + "12:38:44 - [DEBUG] - TupleEmbedding: average batch loss: 0.586308\n", + "12:38:44 - [DEBUG] - TupleEmbedding: epoch 5 of 20\n", + "12:38:44 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 60.82it/s]\n", + "12:38:53 - [DEBUG] - TupleEmbedding: average batch loss: 0.540171\n", + "12:38:53 - [DEBUG] - TupleEmbedding: epoch 6 of 20\n", + "12:38:53 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 64.95it/s]\n", + "12:39:01 - [DEBUG] - TupleEmbedding: average batch loss: 0.506716\n", + "12:39:01 - [DEBUG] - TupleEmbedding: epoch 7 of 20\n", + "12:39:01 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 64.58it/s]\n", + "12:39:09 - [DEBUG] - TupleEmbedding: average batch loss: 0.474408\n", + "12:39:09 - [DEBUG] - TupleEmbedding: epoch 8 of 20\n", + "12:39:09 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 69.41it/s]\n", + "12:39:16 - [DEBUG] - TupleEmbedding: average batch loss: 0.447983\n", + "12:39:16 - [DEBUG] - TupleEmbedding: epoch 9 of 20\n", + "12:39:16 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 64.24it/s]\n", + "12:39:24 - [DEBUG] - TupleEmbedding: average batch loss: 0.427018\n", + "12:39:24 - [DEBUG] - TupleEmbedding: epoch 10 of 20\n", + "12:39:24 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 68.10it/s]\n", + "12:39:32 - [DEBUG] - TupleEmbedding: average batch loss: 0.408303\n", + "12:39:32 - [DEBUG] - TupleEmbedding: epoch 11 of 20\n", + "12:39:32 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:08<00:00, 62.50it/s]\n", + "12:39:41 - [DEBUG] - TupleEmbedding: average batch loss: 0.391848\n", + "12:39:41 - [DEBUG] - TupleEmbedding: epoch 12 of 20\n", + "12:39:41 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 66.89it/s]\n", + "12:39:48 - [DEBUG] - TupleEmbedding: average batch loss: 0.378334\n", + "12:39:48 - [DEBUG] - TupleEmbedding: epoch 13 of 20\n", + "12:39:48 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:07<00:00, 66.70it/s]\n", + "12:39:56 - [DEBUG] - TupleEmbedding: average batch loss: 0.361935\n", + "12:39:56 - [DEBUG] - TupleEmbedding: epoch 14 of 20\n", + "12:39:56 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:10<00:00, 50.03it/s]\n", + "12:40:07 - [DEBUG] - TupleEmbedding: average batch loss: 0.354568\n", + "12:40:07 - [DEBUG] - TupleEmbedding: epoch 15 of 20\n", + "12:40:07 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:12<00:00, 43.70it/s]\n", + "12:40:20 - [DEBUG] - TupleEmbedding: average batch loss: 0.348170\n", + "12:40:20 - [DEBUG] - TupleEmbedding: epoch 16 of 20\n", + "12:40:20 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:12<00:00, 42.26it/s]\n", + "12:40:32 - [DEBUG] - TupleEmbedding: average batch loss: 0.323407\n", + "12:40:32 - [DEBUG] - TupleEmbedding: epoch 17 of 20\n", + "12:40:32 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:11<00:00, 45.06it/s]\n", + "12:40:44 - [DEBUG] - TupleEmbedding: average batch loss: 0.312350\n", + "12:40:44 - [DEBUG] - TupleEmbedding: epoch 18 of 20\n", + "12:40:44 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:11<00:00, 45.27it/s]\n", + "12:40:55 - [DEBUG] - TupleEmbedding: average batch loss: 0.298253\n", + "12:40:55 - [DEBUG] - TupleEmbedding: epoch 19 of 20\n", + "12:40:55 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:11<00:00, 43.77it/s]\n", + "12:41:07 - [DEBUG] - TupleEmbedding: average batch loss: 0.301920\n", + "12:41:07 - [DEBUG] - TupleEmbedding: epoch 20 of 20\n", + "12:41:07 - [DEBUG] - TupleEmbedding: using cosine LR scheduler with 524 steps\n", + "100%|██████████| 524/524 [00:12<00:00, 42.44it/s]\n", + "12:41:20 - [DEBUG] - TupleEmbedding: average batch loss: 0.295013\n", + "12:41:20 - [DEBUG] - EmbeddingFeaturizer: done training TupleEmbedding model.\n", + "12:41:20 - [DEBUG] - Time to execute query: 0.00 secs\n", + "12:41:20 - [DEBUG] - featurizing training data...\n", + "12:41:20 - [DEBUG] - TupleEmbedding: getting features in batches (# batches = 2, size = 10000) ...\n", + "100%|██████████| 2/2 [00:05<00:00, 3.30s/it]\n", + "12:41:26 - [DEBUG] - Preparing to execute 33 queries.\n", + "12:41:26 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"Condition\" GROUP BY _vid_, val_id with id 0\n", + "12:41:27 - [DEBUG] - Time to execute query with id 0: 0.00 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"HospitalType\"<>t2.\"HospitalType\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 1\n", + "12:41:27 - [DEBUG] - Time to execute query with id 1: 0.00 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalType' AND t1.\"Condition\"=t2.\"Condition\" AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"HospitalType\" GROUP BY _vid_, val_id with id 2\n", + "12:41:27 - [DEBUG] - Time to execute query with id 2: 0.01 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ZipCode\"<>t2.\"ZipCode\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "12:41:27 - [DEBUG] - Time to execute query with id 3: 0.00 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ZipCode\" GROUP BY _vid_, val_id with id 4\n", + "12:41:27 - [DEBUG] - Time to execute query with id 4: 0.00 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"<>t2.\"PhoneNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 5\n", + "12:41:27 - [DEBUG] - Time to execute query with id 5: 0.00 secs\n", + "12:41:27 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 6\n", + "12:41:28 - [DEBUG] - Time to execute query with id 6: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"<>t2.\"MeasureName\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 7\n", + "12:41:28 - [DEBUG] - Time to execute query with id 7: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"MeasureName\" GROUP BY _vid_, val_id with id 8\n", + "12:41:28 - [DEBUG] - Time to execute query with id 8: 0.01 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Stateavg\"<>t2.\"Stateavg\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 9\n", + "12:41:28 - [DEBUG] - Time to execute query with id 9: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Stateavg' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Stateavg\" GROUP BY _vid_, val_id with id 10\n", + "12:41:28 - [DEBUG] - Time to execute query with id 10: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"<>t2.\"HospitalName\" AND t3.rv_val::TEXT = t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 11\n", + "12:41:28 - [DEBUG] - Time to execute query with id 11: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"=t2.\"ProviderNumber\" AND t3.rv_val::TEXT <> t2.\"HospitalName\" GROUP BY _vid_, val_id with id 12\n", + "12:41:28 - [DEBUG] - Time to execute query with id 12: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Condition\"<>t2.\"Condition\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 13\n", + "12:41:28 - [DEBUG] - Time to execute query with id 13: 0.00 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Condition\" GROUP BY _vid_, val_id with id 14\n", + "12:41:28 - [DEBUG] - Time to execute query with id 14: 0.01 secs\n", + "12:41:28 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"Address1\"<>t2.\"Address1\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 15\n", + "12:41:29 - [DEBUG] - Time to execute query with id 15: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Address1' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"Address1\" GROUP BY _vid_, val_id with id 16\n", + "12:41:29 - [DEBUG] - Time to execute query with id 16: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"HospitalOwner\"<>t2.\"HospitalOwner\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 17\n", + "12:41:29 - [DEBUG] - Time to execute query with id 17: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 18\n", + "12:41:29 - [DEBUG] - Time to execute query with id 18: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"<>t2.\"ProviderNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 19\n", + "12:41:29 - [DEBUG] - Time to execute query with id 19: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 20\n", + "12:41:29 - [DEBUG] - Time to execute query with id 20: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 21\n", + "12:41:29 - [DEBUG] - Time to execute query with id 21: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 22\n", + "12:41:29 - [DEBUG] - Time to execute query with id 22: 0.00 secs\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Stateavg\"<>t2.\"Stateavg\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 9\n", - "12:00:43 - [DEBUG] - Time to execute query with id 9: 0.00 secs\n", - "12:00:43 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Stateavg' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Stateavg\" GROUP BY _vid_, val_id with id 10\n", - "12:00:44 - [DEBUG] - Time to execute query with id 10: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"<>t2.\"HospitalName\" AND t3.rv_val::TEXT = t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 11\n", - "12:00:44 - [DEBUG] - Time to execute query with id 11: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"=t2.\"ProviderNumber\" AND t3.rv_val::TEXT <> t2.\"HospitalName\" GROUP BY _vid_, val_id with id 12\n", - "12:00:44 - [DEBUG] - Time to execute query with id 12: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"Condition\"<>t2.\"Condition\" AND t3.rv_val::TEXT = t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 13\n", - "12:00:44 - [DEBUG] - Time to execute query with id 13: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Condition' AND t1.\"MeasureCode\"=t2.\"MeasureCode\" AND t3.rv_val::TEXT <> t2.\"Condition\" GROUP BY _vid_, val_id with id 14\n", - "12:00:44 - [DEBUG] - Time to execute query with id 14: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"Address1\"<>t2.\"Address1\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 15\n", - "12:00:44 - [DEBUG] - Time to execute query with id 15: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'Address1' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"Address1\" GROUP BY _vid_, val_id with id 16\n", - "12:00:44 - [DEBUG] - Time to execute query with id 16: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"HospitalOwner\"<>t2.\"HospitalOwner\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 17\n", - "12:00:44 - [DEBUG] - Time to execute query with id 17: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 18\n", - "12:00:44 - [DEBUG] - Time to execute query with id 18: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"ProviderNumber\"<>t2.\"ProviderNumber\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 19\n", - "12:00:44 - [DEBUG] - Time to execute query with id 19: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ProviderNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"ProviderNumber\" GROUP BY _vid_, val_id with id 20\n", - "12:00:44 - [DEBUG] - Time to execute query with id 20: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 21\n", - "12:00:44 - [DEBUG] - Time to execute query with id 21: 0.00 secs\n", - "12:00:44 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'PhoneNumber' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"PhoneNumber\" GROUP BY _vid_, val_id with id 22\n", - "12:00:45 - [DEBUG] - Time to execute query with id 22: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 23\n", - "12:00:45 - [DEBUG] - Time to execute query with id 23: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'State' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t3.rv_val::TEXT <> t2.\"State\" GROUP BY _vid_, val_id with id 24\n", - "12:00:45 - [DEBUG] - Time to execute query with id 24: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"CountyName\"<>t2.\"CountyName\" AND t3.rv_val::TEXT = t2.\"City\" GROUP BY _vid_, val_id with id 25\n", - "12:00:45 - [DEBUG] - Time to execute query with id 25: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'CountyName' AND t1.\"City\"=t2.\"City\" AND t3.rv_val::TEXT <> t2.\"CountyName\" GROUP BY _vid_, val_id with id 26\n", - "12:00:45 - [DEBUG] - Time to execute query with id 26: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"EmergencyService\"<>t2.\"EmergencyService\" AND t3.rv_val::TEXT = t2.\"ZipCode\" GROUP BY _vid_, val_id with id 27\n" + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalOwner' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"State\"<>t2.\"State\" AND t3.rv_val::TEXT = t2.\"HospitalOwner\" GROUP BY _vid_, val_id with id 23\n", + "12:41:29 - [DEBUG] - Time to execute query with id 23: 0.00 secs\n", + "12:41:29 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'State' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t1.\"PhoneNumber\"=t2.\"PhoneNumber\" AND t1.\"HospitalOwner\"=t2.\"HospitalOwner\" AND t3.rv_val::TEXT <> t2.\"State\" GROUP BY _vid_, val_id with id 24\n", + "12:41:30 - [DEBUG] - Time to execute query with id 24: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"CountyName\"<>t2.\"CountyName\" AND t3.rv_val::TEXT = t2.\"City\" GROUP BY _vid_, val_id with id 25\n", + "12:41:30 - [DEBUG] - Time to execute query with id 25: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'CountyName' AND t1.\"City\"=t2.\"City\" AND t3.rv_val::TEXT <> t2.\"CountyName\" GROUP BY _vid_, val_id with id 26\n", + "12:41:30 - [DEBUG] - Time to execute query with id 26: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'ZipCode' AND t1.\"EmergencyService\"<>t2.\"EmergencyService\" AND t3.rv_val::TEXT = t2.\"ZipCode\" GROUP BY _vid_, val_id with id 27\n", + "12:41:30 - [DEBUG] - Time to execute query with id 27: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'EmergencyService' AND t1.\"ZipCode\"=t2.\"ZipCode\" AND t3.rv_val::TEXT <> t2.\"EmergencyService\" GROUP BY _vid_, val_id with id 28\n", + "12:41:30 - [DEBUG] - Time to execute query with id 28: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"City\"<>t2.\"City\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 29\n", + "12:41:30 - [DEBUG] - Time to execute query with id 29: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"City\" GROUP BY _vid_, val_id with id 30\n", + "12:41:30 - [DEBUG] - Time to execute query with id 30: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"<>t2.\"MeasureCode\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 31\n", + "12:41:30 - [DEBUG] - Time to execute query with id 31: 0.00 secs\n", + "12:41:30 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 32\n", + "12:41:30 - [DEBUG] - Time to execute query with id 32: 0.00 secs\n", + "12:41:30 - [DEBUG] - Time to execute 33 queries: 0.22 secs\n", + "12:41:32 - [DEBUG] - DONE featurization. Feature tensor size: torch.Size([16744, 13, 36])\n", + "12:41:32 - [DEBUG] - generating weak labels...\n", + "12:41:32 - [DEBUG] - Time to execute query: 0.01 secs\n", + "100%|██████████| 7383/7383 [00:00<00:00, 35341.22it/s]\n", + "12:41:32 - [DEBUG] - DONE generating weak labels.\n", + "12:41:32 - [DEBUG] - generating mask...\n", + "12:41:32 - [DEBUG] - Time to execute query: 0.02 secs\n", + "100%|██████████| 16744/16744 [00:00<00:00, 56525.59it/s]\n", + "12:41:32 - [DEBUG] - DONE generating mask.\n", + "12:41:32 - [ INFO] - DONE setting up featurized dataset.\n", + "12:41:32 - [DEBUG] - Time to featurize data: 192.78 secs\n", + "12:41:32 - [DEBUG] - training model with first layer size: ['torch.Size([3, 1])', 'torch.Size([33, 1])']\n", + "12:41:32 - [ INFO] - DONE setting up repair model.\n", + "12:41:32 - [DEBUG] - Time to setup repair model: 192.78 secs\n", + "12:41:32 - [ INFO] - training with 7383 training examples (cells)\n", + " 0%| | 0/20 [00:00 t2.\"EmergencyService\" GROUP BY _vid_, val_id with id 28\n", - "12:00:45 - [DEBUG] - Time to execute query with id 28: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'HospitalName' AND t1.\"City\"<>t2.\"City\" AND t3.rv_val::TEXT = t2.\"HospitalName\" GROUP BY _vid_, val_id with id 29\n", - "12:00:45 - [DEBUG] - Time to execute query with id 29: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'City' AND t1.\"HospitalName\"=t2.\"HospitalName\" AND t3.rv_val::TEXT <> t2.\"City\" GROUP BY _vid_, val_id with id 30\n", - "12:00:45 - [DEBUG] - Time to execute query with id 30: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureName' AND t1.\"MeasureCode\"<>t2.\"MeasureCode\" AND t3.rv_val::TEXT = t2.\"MeasureName\" GROUP BY _vid_, val_id with id 31\n", - "12:00:45 - [DEBUG] - Time to execute query with id 31: 0.00 secs\n", - "12:00:45 - [DEBUG] - Starting to execute query SELECT _vid_, val_id, count(*) violations FROM \"hospital\" as t1, \"hospital\" as t2, pos_values as t3 WHERE t1._tid_ != t2._tid_ AND t1._tid_ = t3._tid_ AND t3.attribute = 'MeasureCode' AND t1.\"MeasureName\"=t2.\"MeasureName\" AND t3.rv_val::TEXT <> t2.\"MeasureCode\" GROUP BY _vid_, val_id with id 32\n", - "12:00:46 - [DEBUG] - Time to execute query with id 32: 0.00 secs\n", - "12:00:46 - [DEBUG] - Time to execute 33 queries: 0.20 secs\n", - "12:00:47 - [DEBUG] - DONE featurization. Feature tensor size: torch.Size([16744, 13, 34])\n", - "12:00:47 - [DEBUG] - generating weak labels...\n", - "12:00:47 - [DEBUG] - Time to execute query: 0.01 secs\n", - "100%|██████████| 7383/7383 [00:00<00:00, 49102.59it/s]\n", - "12:00:47 - [DEBUG] - DONE generating weak labels.\n", - "12:00:47 - [DEBUG] - generating mask...\n", - "12:00:47 - [DEBUG] - Time to execute query: 0.02 secs\n", - "100%|██████████| 16744/16744 [00:00<00:00, 65706.27it/s]\n", - "12:00:47 - [DEBUG] - DONE generating mask.\n", - "12:00:47 - [ INFO] - DONE setting up featurized dataset.\n", - "12:00:47 - [DEBUG] - Time to featurize data: 80.08 secs\n", - "12:00:47 - [DEBUG] - training model with first layer size: ['torch.Size([1, 1])', 'torch.Size([33, 1])']\n", - "12:00:47 - [ INFO] - DONE setting up repair model.\n", - "12:00:47 - [DEBUG] - Time to setup repair model: 80.08 secs\n", - "12:00:47 - [ INFO] - training with 7383 training examples (cells)\n", - " 0%| | 0/20 [00:00 Date: Thu, 26 Sep 2019 17:10:53 -0400 Subject: [PATCH 47/48] Merge hcq-embedding-3 (#97) * Quantization and handling of numerical/mixed data. * Relocated test data into subdirectories. * Move active attributes to right after error detection and inside Dataset. Move correlations to separate module. * Refactor domain generation sort domain by co-occurrence probability and also domain generation for tuple embedding model. * Make co-occurrence featurizer only generate co-occurrence features for active attributes. Refactored domain to run estimator separately from domain generation. * Implemented TupleEmbedding model as an estimator. * Always load clean/ground truth as strings since we load/store raw data as strings. * Added featurizer for learned embeddings from TupleEmbedding model. * Support multiple layers during repair and made TupleEmbedding dump/load more sophisticated. * Improved validation logging and fixed a few bugs. * Improve validation in TupleEmbedding using pandas dataframes. * Suppose multi-dimensional quantization. * Quantize from dict rather than numerical attrs. * Mean/var normalize numerical attributes in context and added non-linearity to numerical spans. * Support specifying n-dimensional numerical attr groups vs splitting on columns. * Fixed None numerical_attr_groups. * Fixed report RMS error and converting to floats for quantization. * Added store_to_fb flag to load_data, added LR schedule to TupleEmbedding, added multiple ground truth in evaluation, changed EmbeddingFeat to return probability instead of embedding vectors. * Pre-split domain and ground truth values. * Fixed batch size argument in EmbeddingFeaturizer. * Removed numerical_attrs reference from Table. * Fix to how multi-ground truth is handled. Use simplified numerical regression TupleEmbedding with nonlinearity. * Max domain size need only be as large as largest for categorical attributes. * Remove domain for numerical attributes in TupleEmbedding. * Fixed some reference issues and added infer all mode. * Fixed _nan_ replacement, max_cat_domain being possibly nan, and evaluation for sample accuracy. * Do not weak label clean cells and fixed raw data in Logistic estimator. * Added ReLU after context for numerical targets in TupleEmbedding and refactored EmbeddingFeat to support numerical feature (RMSE) from TupleEmbedding. * Use cosine annealing with restart LR schedule and use weak_label instead of init. * Fixed memory issues with get_features and predict_pp_batch. * Fixed bug in get_features. * Added comment to EmbeddingFeat. * Finally fixed memory issues with torch.no_grad. * ConstraintFeaturizer runs on un-quantized values. * Do not drop single value cells (for evaluation). * Do not generate queries/feature for DC that does not pertain to attributes we are training on. * Fixed ConstraintFeaturizer to handle no DCs. * Removed deprecated code and added dropout. * Fixed calculation of num_batches in learning loop. * do not drop null inits cells with dom(len) <= 1 * Fixed z-scoring with 0 std and deleting e-notation numerical values. * Do not quantize if bins > unique. * Fixed some things in domain. * Added repair w/ validation set and removed multiple correct values in evaluation. * Fixed domain generation to include single value cells in domain. * Handle untrained context values properly and added code for domain co-occurrence in tupleembedding. * Regression fix for moving raw_data_dict before z-normalization and removed code references to domain_cooccur (for the most part). --- domain/domain.py | 26 +- domain/estimators/tuple_embedding.py | 132 ++- holoclean.py | 39 +- repair/featurize/embeddingfeat.py | 1 + repair/featurize/featurized_dataset.py | 2 +- repair/learn/learn.py | 36 +- repair/repair.py | 26 +- testdata/met/met_1000.csv | 1307 ++++++++++++++++++++++++ testdata/met/met_1000_transformed.csv | 1001 ++++++++++++++++++ testdata/met/met_constraints.txt | 14 + 10 files changed, 2522 insertions(+), 62 deletions(-) create mode 100644 testdata/met/met_1000.csv create mode 100644 testdata/met/met_1000_transformed.csv create mode 100644 testdata/met/met_constraints.txt diff --git a/domain/domain.py b/domain/domain.py index 51f926c7f..f37bbff06 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -151,7 +151,7 @@ def get_corr_attributes(self, attr, thres): attr_correlations = self.correlations[attr] return sorted([corr_attr for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > thres]) + if corr_attr != attr and corr_strength >= thres]) def generate_domain(self): """ @@ -213,23 +213,15 @@ def generate_domain(self): # This would be a "SINGLE_VALUE" example and we'd still # like to generate a random domain for it. if init_value == NULL_REPR and len(dom) == 0: - continue + continue # Not enough domain values, we need to get some random # values (other than 'init_value') for training. However, # this might still get us zero domain values. - rand_dom_values = self.get_random_domain(attr, init_value) - - # rand_dom_values might still be empty. In this case, - # there are no other possible values for this cell. There - # is not point to use this cell for training and there is no - # point to run inference on it since we cannot even generate - # a random domain. Therefore, we just ignore it from the - # final tensor. - # We do not drop NULL cells since we stil have to repair them - # with their 1 domain value. - if init_value != NULL_REPR and len(rand_dom_values) == 0: - continue + rand_dom_values = self.get_random_domain(attr, dom) + + # We still want to add cells with only 1 single value and no + # additional random domain # they are required in the output. # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. @@ -334,16 +326,16 @@ def get_domain_cell(self, attr, row): return init_value, init_value_idx, domain_lst - def get_random_domain(self, attr, cur_value): + def get_random_domain(self, attr, cur_dom): """ get_random_domain returns a random sample of at most size - 'self.max_sample' of domain values for 'attr' that is NOT 'cur_value'. + 'self.max_sample' of domain values for 'attr' that is NOT in 'cur_dom'. """ domain_pool = set(self.single_stats[attr].keys()) # We should not have any NULLs since we do not keep track of their # counts. assert NULL_REPR not in domain_pool - domain_pool.discard(cur_value) + domain_pool = domain_pool.difference(cur_dom) domain_pool = sorted(list(domain_pool)) size = len(domain_pool) if size > 0: diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index bb32972d3..404948676 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -109,6 +109,8 @@ def __init__(self, env, dataset, domain_df, # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) + self._n_init_attrs = len(self._all_attrs) + logging.debug('%s: init categorical attributes: %s', type(self).__name__, self._init_cat_attrs) @@ -129,7 +131,15 @@ def __init__(self, env, dataset, domain_df, self._train_num_attrs) # Make copy of raw data + # Quantized data is used for co-occurrence statistics in the last layer + # for categorical targets. self._raw_data = self.ds.get_raw_data().copy() + self._qtized_raw_data = self.ds.get_quantized_data() if self.ds.do_quantization else self._raw_data + self._qtized_raw_data_dict = self._qtized_raw_data.set_index('_tid_').to_dict('index') + + # Statistics for cooccurrences. + _, self._single_stats, self._pair_stats = self.ds.get_statistics() + # Keep track of mean + std to un-normalize during prediction self._num_attrs_mean = {} self._num_attrs_std = {} @@ -144,7 +154,13 @@ def __init__(self, env, dataset, domain_df, / (self._num_attrs_std[num_attr] or 1.)).astype(str) self._raw_data[num_attr] = temp - # Indexes assigned to attributes: first categorical then numerical. + # This MUST go after the mean-0 variance 1 normalization above since + # this is looked up subsequently during training. + self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') + + # Indexes assigned to attributes: FIRST categorical THEN numerical. + # (this order is important since we shift the numerical idxs). + self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} @@ -155,6 +171,11 @@ def __init__(self, env, dataset, domain_df, # Assign index for every unique value-attr (train/possible values, target) self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} + # Initial categorical values we've seen during training. Otherwise + # we need to zero out the associated embedding since un-seen initial + # values will have garbage embeddings. + self._seen_init_cat_vals = {attr: set() for attr in self._init_cat_attrs} + # Reserve the 0th index as placeholder for padding in domain_idx and # for NULL values. cur_init_idx = 1 @@ -210,8 +231,6 @@ def __init__(self, env, dataset, domain_df, self.n_init_vals = cur_init_idx self.n_train_vals = cur_train_idx - self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') - self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', @@ -236,6 +255,8 @@ def _init_dummies(self): dtype=torch.float) self._dummy_domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) + self._dummy_domain_cooccur = torch.zeros(self.max_cat_domain, self._n_init_attrs, + dtype=torch.float) self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) self._dummy_cat_target = torch.LongTensor([-1]) @@ -298,6 +319,33 @@ def _get_domain_idxs(self, idx): return self._domain_idxs[idx] + def _get_domain_cooccur_probs(self, idx): + """ + Returns co-occurrence probability for every domain value with every + initial context value (categorical and numerical (quantized)). + + Returns (max_cat_domain, # of init attrs) tensor. + """ + cur = self._train_records[idx] + + cooccur_probs = torch.zeros(self.max_cat_domain, + self._n_init_attrs, + dtype=torch.float) + + # Compute co-occurrence statistics. + for attr_idx, attr in enumerate(self._all_attrs): + ctx_val = self._qtized_raw_data_dict[cur['_tid_']][attr] + if attr == cur['attribute'] or ctx_val == NULL_REPR or \ + ctx_val not in self._pair_stats[attr][cur['attribute']]: + continue + + denom = self._single_stats[attr][ctx_val] + for dom_idx, dom_val in enumerate(cur['domain']): + numer = self._pair_stats[attr][cur['attribute']][ctx_val].get(dom_val, 0.) + cooccur_probs[dom_idx,attr_idx] = numer / denom + + return cooccur_probs + def _get_target_numvals(self, idx): if not self.memoize or idx not in self._target_numvals: cur = self._train_records[idx] @@ -338,9 +386,22 @@ def _get_init_cat_idxs(self, idx): if not self.memoize or idx not in self._init_cat_idxs: cur = self._train_records[idx] - init_cat_idxs = torch.LongTensor([self._init_val_idxs[attr][self._raw_data_dict[cur['_tid_']][attr]] - if attr != cur['attribute'] else 0 - for attr in self._init_cat_attrs]) + init_cat_idxs = [] + for attr in self._init_cat_attrs: + ctx_val = self._raw_data_dict[cur['_tid_']][attr] + # If the context attribute is the current target attribute + # we use the 0-vector. + # If we are in inference mode, we need to ensure we've seen + # the context value before, otherwise we assign the 0-vector. + if attr == cur['attribute'] or \ + (self.inference_mode and \ + ctx_val not in self._seen_init_cat_vals[attr]): + init_cat_idxs.append(0) + continue + self._seen_init_cat_vals[attr].add(ctx_val) + init_cat_idxs.append(self._init_val_idxs[attr][ctx_val]) + init_cat_idxs = torch.LongTensor(init_cat_idxs) + if not self.memoize: return init_cat_idxs @@ -460,6 +521,8 @@ def __getitem__(self, vid): # Categorical VID if cur['attribute'] in self._train_cat_attrs: domain_idxs, domain_mask, target = self._get_cat_domain_target(idx) + # TODO(richardwu): decide if we care about co-occurrence probabilities or not. + # domain_cooccur = self._get_domain_cooccur_probs(idx) return vid, \ is_categorical, \ attr_idx, \ @@ -498,6 +561,9 @@ def _state_attrs(self): return ['_vid_to_idx', '_train_records', '_raw_data_dict', + # '_qtized_raw_data_dict', + # '_single_stats', + # '_pair_stats', 'max_cat_domain', '_max_num_dim', '_init_val_idxs', @@ -537,10 +603,11 @@ def __len__(self): return len(self.iter) class VidSampler(Sampler): - def __init__(self, domain_df, raw_df, numerical_attr_groups, + def __init__(self, domain_df, raw_df, num_attrs, numerical_attr_groups, shuffle=True, train_only_clean=False): - # No NULL targets - domain_df = domain_df[domain_df['weak_label'] != NULL_REPR] + # No NULL categorical targets + domain_df = domain_df[domain_df['attribute'].isin(num_attrs) | (domain_df['weak_label'] != NULL_REPR)] + # No NULL values in each cell's numerical group (all must be non-null # since target_numvals requires all numerical values. @@ -557,7 +624,8 @@ def group_notnull(row): return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attr_to_group[cur_attr]) fil_notnull = domain_df.apply(group_notnull, axis=1) - if sum(fil_notnull) < domain_df.shape[0]: + + if domain_df.shape[0] and sum(fil_notnull) < domain_df.shape[0]: logging.warning('dropping %d targets where target\'s numerical group contain NULLs', domain_df.shape[0] - sum(fil_notnull)) domain_df = domain_df[fil_notnull] @@ -646,7 +714,8 @@ def __init__(self, env, dataset, domain_df, fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) # Memoize max domain size for numerical attribue for padding later. - self.max_domain = self.domain_df['domain_size'].max() + self.max_domain = int(self.domain_df['domain_size'].max()) + self.domain_df.loc[fil_numattr, 'domain'] = '' self.domain_df.loc[fil_numattr, 'domain_size'] = 0 # Remove categorical domain/training cells without a domain @@ -691,7 +760,8 @@ def __init__(self, env, dataset, domain_df, self._n_init_cat_attrs = self._dataset._n_init_cat_attrs self._n_init_num_attrs = self._dataset._n_init_num_attrs - self._n_init_attrs = self._n_init_cat_attrs + self._n_init_num_attrs + + self._n_init_attrs = self._dataset._n_init_attrs self._n_train_cat_attrs = self._dataset._n_train_cat_attrs self._n_train_num_attrs = self._dataset._n_train_num_attrs @@ -756,6 +826,11 @@ def __init__(self, env, dataset, domain_df, self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, self._n_init_cat_attrs + self._n_num_attr_groups)) + # Weights for 1) embedding score and 2) co-occurrence probabilities + # for categorical domain values. + self.cat_feat_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, + 1 + self._n_init_attrs, 1)) + # Initialize all but the first 0th vector embedding (reserved). torch.nn.init.xavier_uniform_(self.in_W[1:]) torch.nn.init.xavier_uniform_(self.out_W[1:]) @@ -773,6 +848,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.out_num_bias1) torch.nn.init.xavier_uniform_(self.attr_W) + torch.nn.init.xavier_uniform_(self.cat_feat_W) self._cat_loss = CrossEntropyLoss() # TODO: we use MSE loss for all numerical attributes for now. @@ -914,24 +990,30 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att def _cat_forward(self, combined_init, domain_idxs, domain_masks): """ combined_init: (batch, embed size, 1) + cat_attr_idxs: (batch, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) - Returns logits: (batch, max domain) """ # (batch, max domain, embed size) domain_vecs = self.out_W.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, self._embed_size) - # (batch, max domain, 1) - logits = domain_vecs.matmul(combined_init) - + embed_prods = domain_vecs.matmul(combined_init) # (batch, max domain, 1) domain_biases = self.out_B.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, 1) - # (batch, max domain, 1) - logits.add_(domain_biases) - # (batch, max domain) - logits = logits.squeeze(-1) + embed_prods.add_(domain_biases) + + logits = embed_prods.squeeze(-1) + + # # (batch, max domain, 1 + # of init attrs) + # domain_feats = torch.cat([embed_prods, domain_cooccur], dim=-1) + + # # (batch, 1 + # of init attrs, 1) + # cat_feat_W = self.cat_feat_W.index_select(0, cat_attr_idxs.view(-1)).view(domain_feats.shape[0], + # *self.cat_feat_W.shape[1:]) + # # (batch, max domain) + # logits = domain_feats.matmul(cat_feat_W).squeeze(-1) # Add mask to void out-of-domain indexes # (batch, max domain) @@ -992,9 +1074,6 @@ def forward(self, is_categorical, attr_idxs, domain_idxs, domain_masks): """ Performs one forward pass. - - is_categorical: (batch, 1) - attr_idxs: (batch, 1) """ # (batch, embed size, 1) combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, @@ -1010,7 +1089,8 @@ def forward(self, is_categorical, attr_idxs, domain_idxs[cat_mask], \ domain_masks[cat_mask] # (# of cat VIDs, max_cat_domain) - cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, + domain_masks) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): @@ -1064,7 +1144,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., # Returns VIDs to train on. sampler = VidSampler(self.domain_df, self.ds.get_raw_data(), - self._numerical_attr_groups, + self._numerical_attrs, self._numerical_attr_groups, shuffle=shuffle, train_only_clean=train_only_clean) logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", @@ -1375,7 +1455,7 @@ def validate(self): def calc_rmse(df_filter): if df_filter.sum() == 0: return 0 - X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0]).values.astype(np.float) + X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0] if arr[0] != '_nan_' else 0.).values.astype(np.float) X_inferred = df_res.loc[df_filter, 'inferred_val'].values.astype(np.float) assert X_cor.shape == X_inferred.shape return np.sqrt(np.mean((X_cor - X_inferred) ** 2)) diff --git a/holoclean.py b/holoclean.py index c8ca8b761..c13b06a5a 100644 --- a/holoclean.py +++ b/holoclean.py @@ -405,13 +405,50 @@ def run_estimator(self): self.domain_engine.run_estimator() def repair_errors(self, featurizers): + return self._repair_errors(featurizers) + + def repair_validate_errors(self, featurizers, fpath, tid_col, attr_col, + val_col, validate_period, na_values=None): + return self._repair_errors(featurizers, fpath, tid_col, attr_col, + val_col, na_values, validate_period) + + def _repair_errors(self, featurizers, fpath=None, + tid_col=None, attr_col=None, val_col=None, na_values=None, + validate_period=None): + """ + Repair errors and optionally runs validation set per epoch. + + Must specify the following parameters if validation required: + + :param fpath: (str) filepath to test set (ground truth) CSV file. + :param tid_col: (str) column in CSV that corresponds to the TID. + :param attr_col: (str) column in CSV that corresponds to the attribute. + :param val_col: (str) column in CSV that corresponds to correct value + for the current TID and attribute (i.e. cell). + :param na_values: (Any) how na_values are represented in the data. + :param validate_period: (int) perform validation every nth epoch. + """ status, feat_time = self.repair_engine.setup_featurized_ds(featurizers) logging.info(status) logging.debug('Time to featurize data: %.2f secs', feat_time) status, setup_time = self.repair_engine.setup_repair_model() logging.info(status) logging.debug('Time to setup repair model: %.2f secs', feat_time) - status, fit_time = self.repair_engine.fit_repair_model() + + # If validation fpath provided, fit and validate + if fpath is None: + status, fit_time = self.repair_engine.fit_repair_model() + else: + # Set up validation set + name = self.ds.raw_data.name + '_clean' + status, load_time = self.eval_engine.load_data(name, fpath, + tid_col, attr_col, val_col, na_values=na_values) + logging.info(status) + logging.debug('Time to evaluate repairs: %.2f secs', load_time) + + status, fit_time = self.repair_engine.fit_validate_repair_model(self.eval_engine, + validate_period) + logging.info(status) logging.debug('Time to fit repair model: %.2f secs', fit_time) status, infer_time = self.repair_engine.infer_repairs() diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 6b0d34423..7d86f308f 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -86,6 +86,7 @@ def create_tensor(self): That is returns a (batch, max domain, 1) tensor. """ domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_').reset_index(drop=True) + vids = domain_df['_vid_'] # (# of vids, max_cat_domain), (# of vids, 1), (# of vids, 1) diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index 3f99dcf4b..8d0f48bce 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -79,7 +79,7 @@ def generate_weak_labels(self): cell_status=CellStatus.NOT_SET.value) res = self.ds.engine.execute_query(query) if len(res) == 0: - raise Exception("No weak labels available. Reduce pruning threshold.") + logging.warning("No weak labels available. Reduce pruning threshold.") labels = -1 * torch.ones(self.total_vars, 1).type(torch.LongTensor) is_clean = torch.zeros(self.total_vars, 1).type(torch.LongTensor) for tuple in tqdm(res): diff --git a/repair/learn/learn.py b/repair/learn/learn.py index 2af30a6e2..1831ade2b 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -80,6 +80,10 @@ def forward(self, X, index, mask): index: (batch) mask: (batch, # of classes) """ + if X.shape[0] == 0: + logging.warning("performing forward pass with no samples") + return torch.zeros(0, X.shape[1]) + # Multiply through the first layer. # (batch, # of classes, layers_size[0]) output = X.matmul(torch.cat([t for t in self.first_layer_weights], @@ -120,33 +124,33 @@ def __init__(self, env, feat_info, max_domain, bias=False, layer_sizes=[1]): bias=bias, layer_sizes=layer_sizes) self.featurizer_weights = {} - def fit_model(self, X_train, Y_train, mask_train): - """ - X_train: (batch, # of classes (domain size), total # of features) - Y_train: (batch, 1) - mask_train: (batch, # of classes) - """ - loss = torch.nn.CrossEntropyLoss() + self.loss = torch.nn.CrossEntropyLoss() trainable_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) if self.env['optimizer'] == 'sgd': - optimizer = optim.SGD(trainable_parameters, + self.optimizer = optim.SGD(trainable_parameters, lr=self.env['learning_rate'], momentum=self.env['momentum'], weight_decay=self.env['weight_decay']) else: - optimizer = optim.Adam(trainable_parameters, + self.optimizer = optim.Adam(trainable_parameters, lr=self.env['learning_rate'], weight_decay=self.env['weight_decay']) + def fit_model(self, X_train, Y_train, mask_train, epochs): + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ batch_size = self.env['batch_size'] - epochs = self.env['epochs'] + for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. num_batches = (X_train.shape[0] + batch_size - 1) // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size - cost += self.__train__(loss, optimizer, X_train[start:end], + cost += self.__train__(X_train[start:end], Y_train[start:end], mask_train[start:end]) @@ -156,7 +160,7 @@ def fit_model(self, X_train, Y_train, mask_train): Y_pred = self.__predict__(X_train, mask_train) Y_assign = Y_pred.data.numpy().argmax(axis=1) logging.debug("Epoch %d, cost = %f, acc = %.2f%%", - epoch_idx, cost / num_batches, + epoch_idx, cost / max(num_batches, 1), 100. * np.mean(Y_assign == grdt)) def infer_values(self, X_pred, mask_pred): @@ -164,7 +168,7 @@ def infer_values(self, X_pred, mask_pred): output = self.__predict__(X_pred, mask_pred) return output - def __train__(self, loss, optimizer, X_train, Y_train, mask_train): + def __train__(self, X_train, Y_train, mask_train): """ X_train: (batch, # of classes (domain size), total # of features) Y_train: (batch, 1) @@ -183,11 +187,11 @@ def __train__(self, loss, optimizer, X_train, Y_train, mask_train): # index of the correct class ('class' = max domain) # fx is a tensor of length 'class' the linear activation going in the # softmax. - output = loss.forward(fx, Y_train.squeeze(1)) + output = self.loss.forward(fx, Y_train.squeeze(1)) - optimizer.zero_grad() + self.optimizer.zero_grad() output.backward() - optimizer.step() + self.optimizer.step() cost = output.item() return cost diff --git a/repair/repair.py b/repair/repair.py index 49ff18fe0..785114fd0 100644 --- a/repair/repair.py +++ b/repair/repair.py @@ -37,7 +37,31 @@ def fit_repair_model(self): tic = time.clock() X_train, Y_train, mask_train = self.feat_dataset.get_training_data() logging.info('training with %d training examples (cells)', X_train.shape[0]) - self.repair_model.fit_model(X_train, Y_train, mask_train) + self.repair_model.fit_model(X_train, Y_train, mask_train, self.env['epochs']) + toc = time.clock() + status = "DONE training repair model." + train_time = toc - tic + return status, train_time + + def fit_validate_repair_model(self, eval_engine, validate_period): + tic = time.clock() + X_train, Y_train, mask_train = self.feat_dataset.get_training_data() + logging.info('training with %d training examples (cells)', X_train.shape[0]) + + # Training loop + for epoch_idx in range(1, self.env['epochs']+1): + logging.info("Repair and validate epoch %d of %d", epoch_idx, self.env['epochs']) + self.repair_model.fit_model(X_train, Y_train, mask_train, 1) + + if epoch_idx % validate_period == 0: + logging.info("Running validation") + self.infer_repairs() + report, _, _ = eval_engine.eval_report() + logging.info(report) + logging.info("Feature weights:") + weights, _ = self.get_featurizer_weights() + logging.info(weights) + toc = time.clock() status = "DONE training repair model." train_time = toc - tic diff --git a/testdata/met/met_1000.csv b/testdata/met/met_1000.csv new file mode 100644 index 000000000..8cac89258 --- /dev/null +++ b/testdata/met/met_1000.csv @@ -0,0 +1,1307 @@ +Object Number,Is Highlight,Is Public Domain,Object ID,Department,Object Name,Title,Culture,Period,Dynasty,Reign,Portfolio,Artist Role,Artist Prefix,Artist Display Name,Artist Display Bio,Artist Suffix,Artist Alpha Sort,Artist Nationality,Artist Begin Date,Artist End Date,Object Date,Object Begin Date,Object End Date,Medium,Dimensions,Credit Line,Geography Type,City,State,County,Country,Region,Subregion,Locale,Locus,Excavation,River,Classification,Rights and Reproduction,Link Resource,Metadata Date,Repository +"15.5.19e, l–m",False,True,548578,Egyptian Art,"Facsimile, TT 52, fishing, fowling, wine making, clap net,",North Side of the West Wall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist|Artist|Artist|Artist,,Francis Sydney Unwin|Hugh R. Hopgood|Norman de Garis Davies|Lancelot Crane,1885–1925|1865–1941|1880–1918,", baselines l–m","Unwin, Francis Sydney|Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",,1885 |1865 |1880 ,1925 |1941 |1918 ,A.D. 1908–1914; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: H. 194.3 cm (76 1/2 in.); w. 203.8 cm (80 1/4 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Nakht (TT 52),"chapel, west wall, north side [PM (6)]","MMA Graphic Section, 1907–1914",,,,http://www.metmuseum.org/art/collection/search/548578,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"15.5.19d, j–k",False,True,548576,Egyptian Art,"Facsimile, Nakht (TT 52), banquet, musicians","Banquet Scene with Musicians, Tomb of Nakht",,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist|Artist|Artist,,Hugh R. Hopgood|Norman de Garis Davies|Lancelot Crane,1865–1941|1880–1918,", baselines j–k","Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",,1865 |1880 ,1941 |1918 ,A.D. 1908–1914; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed 15.5.19d: H. 157.5 cm (62 in.); w. 198.1 cm (78 in.); th. 3.2 cm (1 1/4 in.) +Scale 1:1","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Nakht (TT 52),"chapel, west wall, south side [PM (3)]","MMA Graphic Section, 1908–1914",,,,http://www.metmuseum.org/art/collection/search/548576,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.10,False,False,544552,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), bird","Detail of a Bird, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 18.5 cm (7 5/16 in); w. 19 cm (7 1/2 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544552,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19n,False,True,571592,Egyptian Art,"Facsimile, Nakht (TT 52), ceiling",Ceiling on the North Side of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1914–1915; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"L. 80 cm (31 1/2 in.); w. 62 cm (24 7/16 in.); scale 1:1 +not framed","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52",Chapel,"MMA Graphic Section, 1914-1915",,,,http://www.metmuseum.org/art/collection/search/571592,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.120.211,False,True,7938,American Decorative Arts,Sugar bowl,Sugar bowl,American,,,,,Maker|Maker|Maker,Possibly by|Possibly by|Possibly by,Henry William Stiegel|Stenger Glass House|American Flint Glass Manufactory,"American (born Germany), Cologne 1729–1785 Charming Forge, Pennsylvania|1764–1774",or|or,"Stiegel, Henry William|Stenger Glass House|American Flint Glass Manufactory ","American, born Germany",1729 |1764 ,1785 |1774 ,1765–90,1765,1790,Blown pattern-molded glass,H. 4 1/4 in. (10.8 cm); Diam. 3 1/8 in. (7.9 cm),"The Sylmaris Collection, Gift of George Coe Graves, 1930",Possibly made in|Possibly made in,Manheim,Gloucester County,Gloucester County,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/7938,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.62,False,False,557693,Egyptian Art,"Facsimile, Qenamun (TT 93), lunette",Lunette Over a Door,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep II,,Artist|Artist|Artist,,Hugh R. Hopgood|Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Hopgood, Hugh R.|Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,A.D. 1914–1916; original ca. 1427–1400 B.C.,-1427,-1400,Tempera on paper,"facsimile: h. 40 cm (15 3/4 in); w. 56.5 cm (22 1/4 in) +scale 1:3 +framed: h. 41.9 cm (16 1/2 in); w. 60.6 cm (23 7/8 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Qenamun (TT 93),,"MMA Graphic Section, 1914-1915",,,,http://www.metmuseum.org/art/collection/search/557693,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.2,False,True,557769,Egyptian Art,"Facsimile, TT 226, offering procession, bull",Detail of a Bull from a Procession of Offering Bearers,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep III,,Artist,,Nina de Garis Davies,1881–1965,", Egyptian Expedition Graphic Section","Davies, Nina de Garis",,1881 ,1965 ,A.D. 1914; original ca. 1390–1352 B.C.,-1390,-1352,Tempera on paper,"Facsimile H. 39 cm (15 3/8 in); w. 44.5 cm (17 1/2 in) +scale 1:1 +Framed H. 40.6 cm (16 in); w. 46.4 cm (18 1/4 in)","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb TT 226,,facsimile,,,,http://www.metmuseum.org/art/collection/search/557769,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.19,False,False,557780,Egyptian Art,"Facsimile, Amarna, North Palace, floor",Scene of Birds and Border Decoration,,"New Kingdom, Amarna Period",Dynasty 18,reign of Akhenaten,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1353–1336 B.C.,-1353,-1336,Tempera on paper,"facsimile: h. 95.5 cm (37 5/8 in); w. 78 cm (30 11/16 in) +scale 1:1 +framed: h. 96.2 cm (37 7/8 in); w. 80.6 cm (31 3/4 in)","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Amarna (Akhetaten),North Palace,,MMA graphic expedition 1926–27 (probably),,,,http://www.metmuseum.org/art/collection/search/557780,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.6,False,False,557827,Egyptian Art,"Facsimile, Ipuy (TT 217), fishing","Fishing Scene, Tomb of Ipuy",,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,", Egyptian Expedition Graphic Section","Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,A.D. 1913; original ca. 1295–1213 B.C.,-1295,-1213,Tempera on paper,"Facsimile H. 35.5 cm (14 in); w. 64 cm (25 3/16 in) +scale 1:1 +Framed H. 38.6 cm (15 3/16 in); w. 68.3 cm (26 7/8 in)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),"north wall, bottom half",,,,,http://www.metmuseum.org/art/collection/search/557827,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19o,False,False,571593,Egyptian Art,"Facsimile, TT 52, ceiling",Ceiling on the South Side of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1914–1915; original ca. 1410–1370 B.C..,-1410,-1370,Tempera on paper,"L. 107 cm (42 1/8 in.); w. 88 cm (34 5/8 in.); scale 1:1 +not framed","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52",Chapel,"MMA Graphic Section, 1914-1915",,,,http://www.metmuseum.org/art/collection/search/571593,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.20,False,False,566417,Egyptian Art,"Facsimile, TT 52, offering",Nakht and his Wife Receiving Offerings,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1909; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,H. 37 cm (14 9/16 in.); w. 71 cm (27 15/16 in.); scale 1:2,"Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, north wall, upper register [PM (5)]","MMA Graphic Expedition, 1909",,,,http://www.metmuseum.org/art/collection/search/566417,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.12,False,False,544547,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), desert animal","Detail of a Wild Feline, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 21.5 cm (8 7/16 in); w. 36.8 cm (14 1/2 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544547,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19b,False,True,548438,Egyptian Art,"Facsimile, TT 52, offering, agriculture, Nakht, Tawy","East Wall, South Side of Nakht's Offering Chapel",,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist|Artist,,Norman de Garis Davies|Lancelot Crane,1865–1941|1880–1918,,"Davies, Norman de Garis|Crane, Lancelot",,1865 |1880 ,1941 |1918 ,A.D. 1908–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: 171.5 cm (67 1/2 in.); w. 226.7 cm (89 1/4 in.); th. 6.4 cm (2 1/2 in.) +Scale: 1:1 + +","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, east wall, south side [PM (4)]","MMA Graphic Section, 1908–1910",,,,http://www.metmuseum.org/art/collection/search/548438,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.37,False,True,548581,Egyptian Art,"Facsimile, Ramose (TT 55), funeral procession","Funeral Procession, Tomb of Ramose",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Akhenaten,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,probably 1914-1915; original ca. 1353–1336 B.C.,-1353,-1336,Tempera on paper,"Facsimile H. 81 cm (31 7/8 in.); w. 574.5 cm (226 3/16 in.) +scale 1:1 +Framed H. 86.4 cm (34 in); w. 570 cm (224 7/16 in); th. 6.4 cm (2 1/2 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Ramose (TT 55),"south wall, east side [PM (5)]","Graphic Expedition, probably 1914-1915",,,,http://www.metmuseum.org/art/collection/search/548581,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19f,False,True,548582,Egyptian Art,"Facsimile, TT 52, north wall, offering scenes, Nakht, Tawy",North Wall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1909–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: H. 158.8 cm (62 1/2 in.); w. 153.7 cm (60 1/2 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, north wall [PM (5)]","MMA Graphic Section, 1909–1910",,,,http://www.metmuseum.org/art/collection/search/548582,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.307.8,False,False,4901,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Maker|Maker,After,L. T. Lloyde|Haviland & Co.|Dorothea Warren O'Hara,"American and French, 1864–1931|American, Kansas City, Missouri 1873–1972 Delray Beach, Florida",,"Lloyde, L. T.|Haviland & Co.|O'Hara, Dorothea Warren",American and French|American,1864 |1873 ,9999 |1931 |1972 ,ca.1908,1908,1908,"Porcelain, overglaze enamel decoration",H. 1 1/4 in. (3.2 cm); Diam. 8 1/2 in. (21.6 cm),"Purchase, Friends of the American Wing Fund and Anonymous Gift, 1986",Made in|Made in,Limoges,Haute-Vienne,Haute-Vienne,United States|France,Western,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4901,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.206,False,False,15933,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Furnaces,"American, New York 1848–1933 New York|American, 1892–1902|New York",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Furnaces",American,1848 |1892 ,1933 |1902 |9999 ,ca. 1900–1915,1897,1918,Favrile glass,16 1/16 x 9 1/16 x 5 1/8 in. (40.8 x 23 x 13 cm),"Gift of Helen Palmer Andrus, in memory of Helen Andrus Pinkham, 1997",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/15933,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.11,False,False,544546,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), desert animal","Detail of a Desert Animal, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 13.8 cm (5 7/16 in); w. 18.5 cm (7 5/16 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544546,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.63,False,False,571781,Egyptian Art,"Facsimile, Khuenre",Copy of painting from Khuenre's mastaba,,Twentieth Century; original Old Kingdom,Dynasty 4,reign of Menkaure,,Artist,,Joseph Lindon Smith,"American, Pawtucket, Rhode Island 1863–1950 Dublin, New Hampshire",,"Smith, Joseph Lindon",American,1863 ,1950 ,original ca. 2490–2472 B.C.,-2490,-2490,"Oil, canvas",framed: h. 94 cm (37 in); w. 117 cm (46 1/16 in),"Gift of Mrs. Arthur Curtiss James, 1923",Original from,,,,Egypt,Memphite Region,Giza,Menkaure Quarry Cemetery,Rock-cut tomb MQ1 (Reisner MQ137): east wall,,,,,http://www.metmuseum.org/art/collection/search/571781,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19c,False,True,557734,Egyptian Art,"Facsimile, TT 52, false door, offerings",South Wall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist|Artist|Artist,,Lancelot Crane|Francis Sydney Unwin|Norman de Garis Davies,1880–1918|1885–1925|1865–1941,,"Crane, Lancelot|Unwin, Francis Sydney|Davies, Norman de Garis",,1880 |1885 |1865 ,1918 |1925 |1941 ,A.D. 1908–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: 170.2 cm (67 in.); w. 163.8 cm (64 1/2 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, south wall [PM (2)]","MMA Graphic Section, 1908–1910",,,,http://www.metmuseum.org/art/collection/search/557734,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.13,False,False,544549,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), fish","Detail of a Fish, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 29.4 cm (11 9/16 in); w. 45.5 cm (17 15/16 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544549,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19g,False,False,557736,Egyptian Art,"Facsimile, Nakht (TT 52), ceiling",Ceiling on the North Side of the Transverse Hall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1908–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: L. 141.6 cm (55 3/4 in.); w. 179.1 cm (70 1/2 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, ceiling, north side","MMA Graphic Section, 1909–1910",,,,http://www.metmuseum.org/art/collection/search/557736,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19h,False,False,557737,Egyptian Art,"Facsimile, Nakht (TT 52), ceiling",Ceiling in the Center of the Transverse Hall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1909–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: L. 130.8 cm (51 1/2 in.); w. 170.2 cm (67 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, ceiling, center","MMA Graphic Section, 1907-1908",,,,http://www.metmuseum.org/art/collection/search/557737,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19a,False,False,557735,Egyptian Art,"Facsimile, TT 52, offering, Nakht, Tawy","East Wall, Nouth Side of Nakht's Offering Chapel",,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1909-1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: H. 122.6 cm (48 1/4 in.); w. 174 cm (68 1/2 in.); th. 3.2 cm (1 1/4 in.) +Scale: 1:1 +","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, east wall, north side [PM (4)]","MMA Graphic Section, 1909–1910",,,,http://www.metmuseum.org/art/collection/search/557735,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.9,False,True,544551,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), ram","Detail of a Ram, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 18 cm (7 1/16 in); w. 21 cm (8 1/4 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544551,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.19i,False,False,557738,Egyptian Art,"Facsimile, Nakht (TT 52), ceiling",Ceiling on the South Side of the Transverse Hall of Nakht's Offering Chapel,,Twentieth Century; original New Kingdom,Dynasty 18,later reign of Amenhotep II–mid-reign of Amenhotep III,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1909–1910; original ca. 1410–1370 B.C.,-1410,-1370,Tempera on paper,"Framed: 142.2 cm (56 in.); w. 203.8 cm (80 1/4 in.); th. 3.8 cm (1 1/2 in.) +Scale: 1:1","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,"Tomb of Nakht, TT 52","chapel, ceiling, south side","MMA Graphic Section, 1907-1908",,,,http://www.metmuseum.org/art/collection/search/557738,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.16,False,True,548575,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), weavers","Weavers, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1897–1878 B.C.,-1897,-1897,"Paper, tempera paint, ink","facsimile: h. 66.5 cm (26 3/16 in); w. 103.5 cm (40 3/4 in) +Scale 1:1 +framed: h. 69.9 cm (27 1/2 in); w. 106.2 cm (41 13/16 in)","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition,,,,http://www.metmuseum.org/art/collection/search/548575,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.315,False,False,13503,American Decorative Arts,Window,Hibiscus and Parrots,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1923,Leaded Favrile glass,26 x 17 3/4 in. (66 x 45.1 cm),"Gift of Earl and Lucille Sydnor, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/13503,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.8,False,True,548566,Egyptian Art,"Facsimile, Anen (TT 120), Amenhotep III, Queen Tiye, kiosk","Amenhotep III and Queen Tiye Enthroned Beneath a Kiosk, Tomb of Anen",,New Kingdom,Dynasty 18,reign of Amenhotep III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1390–1352 B.C.,-1390,-1352,Tempera on paper,Facsimile: H. 71.2 × W. 103.4 cm (28 1/16 × 40 11/16 in.); Framed: H. 73 × W. 104.5 cm (28 3/4 × 41 1/8 in.); Scale 1:2,"Rogers Fund, 1933",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Anen (TT 120),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/548566,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.6,False,False,13509,American Decorative Arts,Calendar frame,Calendar Frame,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1905–20,1902,1923,"Bronze, glass",1 1/4 x 4 5/8 x 3 1/2 in. (3.2 x 11.7 x 8.9 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Frames,,http://www.metmuseum.org/art/collection/search/13509,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.2a–c,False,False,13505,American Decorative Arts,Inkwell,Covered Inkwell,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Gilt bronze, Favrile glass",3 x 3 1/4 x 3 1/4 in. (7.6 x 8.3 x 8.3 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13505,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.157,False,True,548563,Egyptian Art,"Facsimile, Nebamun (TT 181), Ipuky, Osiris, Fours Sons of Horus",Osiris and the Four Sons of Horus,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep III–Akhenaten,,Artist|Artist,,Nina de Garis Davies|Hugh R. Hopgood,1881–1965,,"Davies, Nina de Garis|Hopgood, Hugh R.",,1881 ,1965 ,A.D. 1915; original ca. 1400–1352 B.C.,-1400,-1352,Tempera on paper,Facsimile: H. 78.5 × W. 81 cm (30 7/8 × 31 7/8 in.); Framed: H. 80 × W. 82.6 cm (31 1/2 × 32 1/2 in.); Scale. 1:1,"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",el-Khokha,Tomb of Nebamun and Ipuky (TT 181),,"MMA Graphic Section, 1915",,,,http://www.metmuseum.org/art/collection/search/548563,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.18,False,True,544550,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), fowling","Netting Birds, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Amenemhat II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 101 cm (39 3/4 in); w. 260 cm (102 3/8 in) +Scale 1:1 +framed: h. 104.1 cm (41 in.); w. 264.5 cm (104 1/8 in.)","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition,,,,http://www.metmuseum.org/art/collection/search/544550,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.3,False,False,13506,American Decorative Arts,Letter opener,Letter Opener,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, glass","9 3/8 × 1 1/4 × 3/16 in. (23.8 × 3.2 × 0.5 cm) +Blade length: 5 3/8 in. +Handle length: 4 in. +","Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13506,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1990.314.4a, b",False,False,13507,American Decorative Arts,Box,Covered Box,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, glass",3 7/8 x 5 13/16 x 4 3/16 in. (9.8 x 14.8 x 10.6 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13507,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.5,False,False,13508,American Decorative Arts,Magnifying glass,Magnifying Glass,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, glass",8 x 3 5/8 in. (20.3 x 9.2 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13508,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1990.314.1a, b",False,False,13504,American Decorative Arts,Box,Covered Box,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Gilt metal, Favrile glass",2 1/8 x 6 7/16 x 4 in. (5.4 x 16.4 x 10.2 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13504,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.8,False,False,13511,American Decorative Arts,Frame,Frame,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Gilt bronze, Favrile glass",10 x 8 in. (25.4 x 20.3 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13511,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.7,False,False,13510,American Decorative Arts,Paper holder,Paper Holder,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1923,"Favrile glass, bronze",1 1/4 x 3 3/4 x 2 3/8 in. (3.2 x 9.5 x 6 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13510,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.9,False,False,13512,American Decorative Arts,Button hook,Button Hook,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, glass",7 5/8 x 1 1/8 in. (19.4 x 2.9 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13512,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.10a–d,False,False,13513,American Decorative Arts,Pen handles,Pen Handles,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, glass",a: 3/4 x 5 5/8 in. (1.9 x 14.3 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13513,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.11a–c,False,False,13514,American Decorative Arts,Candle shade and support,Candle Shade and Support,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, silk, glass",3 3/8 x 6 1/4 x 5/8 in. (8.6 x 15.9 x 1.6 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13514,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.13,False,False,13516,American Decorative Arts,Pen brush,Pen Brush,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,2 1/2 x 3 x 3 in. (6.4 x 7.6 x 7.6 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13516,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.14,False,False,13517,American Decorative Arts,Pen tray,Pen Tray,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,8 9/16 x 2 5/8 in. (21.7 x 6.7 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13517,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.15,False,False,13518,American Decorative Arts,Thermometer,Thermometer,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1905–20,1902,1923,Gilt bronze,8 7/8 x 2 1/2 in. (22.5 x 6.4 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13518,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.16,False,False,13519,American Decorative Arts,Letter scale,Letter Scale,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,3 1/8 x 2 7/8 x 1 1/2 in. (7.9 x 7.3 x 3.8 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13519,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.17,False,False,13520,American Decorative Arts,Plate,Plate,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,3 3/8 x 2 1/4 in. (8.6 x 5.7 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13520,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.18,False,False,13521,American Decorative Arts,Letter opener,Letter Opener,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,10 1/2 x 13/16 in. (26.7 x 2.1 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13521,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1990.314.19a, b",False,False,13522,American Decorative Arts,Inkwell and tray,Inkwell and Tray,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,2 3/4 x 11 1/2 x 3 9/16 in. (7 x 29.2 x 9 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13522,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.20a–c,False,False,13523,American Decorative Arts,Ash tray,Ash Tray,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,2 1/2 x 3 5/8 x 4 1/4 in. (6.4 x 9.2 x 10.8 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13523,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.21,False,False,13524,American Decorative Arts,Inkwell,Inkwell,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,2 1/4 x 5 1/2 x 5 1/2 in. (5.7 x 14 x 14 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13524,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.22,False,False,13525,American Decorative Arts,Plaque,Plaque,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,Diam. 9 1/2 in. (24.1 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13525,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.23,False,False,13526,American Decorative Arts,Plaque,Plaque,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,Bronze,6 9/16 x 4 1/2 in. (16.7 x 11.4 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13526,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.48,False,True,548437,Egyptian Art,"Facsimile, Menna (TT 69), marsh hunting","Menna and Family Hunting in the Marshes, Tomb of Menna",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Thutmose IV–Amenhotep III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1924; original ca. 1400–1352 B.C.,-1400,-1352,Tempera on paper,"facsimile: h. 101 cm (39 3/4 in); w. 189 cm (74 7/16 in) +scale 1:1 +framed: h. 107 cm (41 1/8 in); w. 189 cm (77 in); th. 3.2 cm (1 1/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Menna (TT 69),north wall,,,,,http://www.metmuseum.org/art/collection/search/548437,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.119,False,True,547713,Egyptian Art,"Facsimile, Ipuy (TT 217), fishing, fowling","Fishing and Fowling, Tomb of Ipuy",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"facsimile: h. 49.5 cm (19 1/2 in); w. 42 cm (16 9/16 in) +scale 1:1 +framed: 54 cm (21 1/4 in); w. 54 cm (18 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),,,,,,http://www.metmuseum.org/art/collection/search/547713,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.31,False,True,548436,Egyptian Art,"Facsimile, Userhat (TT 51), adoration, western gods","Userhat Adoring Deities of the West, Tomb of Userhat",,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,reign of Seti I,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,original ca. 1294–1279 B.C.,-1294,-1279,Tempera on paper,"Facsimile h. 68 cm (26 3/4 in.); w. 94.5 cm (37 3/16 in.) +scale 1:1 +Framed h. 69.2 cm (27 1/4 in.); w. 90.5 cm (35 5/8 in.)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Userhat (TT 51),,MMA Graphic Section,,,,http://www.metmuseum.org/art/collection/search/548436,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.10,True,True,9480,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,14 1/8 x 11 1/2 in. (35.9 x 29.2 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9480,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +16.83.2,False,True,6158,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Possibly,Davenport,active 1794–1887,,"Davenport, ",British,1794 ,1887 ,ca. 1820–60,1817,1860,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of May Leask, 1916",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6158,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.15,False,True,557836,Egyptian Art,"Facsimile, Djehutyemhab (TT 45), offering scenes","Offerings Made to the Deceased and his Wife, Tomb of Djehutyemheb",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile H. 74 cm (29 1/8 in.); W. 171 cm (67 5/16 in.) +scale 1:1 +Framed H. 76.5 cm (30 1/8 in.); W. 173.6 cm (68 3/8 in.)","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT 45),,"MMA Graphic Section, 1908",,,,http://www.metmuseum.org/art/collection/search/557836,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.14,False,False,557835,Egyptian Art,"Facsimile, Djehuty (TT 45), Djehutyemhab, banquet","Funerary Banquet, Tomb of Djehutyemheb",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile H. 65 cm (25 9/16 in); w. 162 cm (63 3/4 in) +scale 1:1 +Framed H. 68.6 cm (27 in); w. 163.2 cm (64 1/4 in)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT45),,"MMA Graphic Section, 1908",,,,http://www.metmuseum.org/art/collection/search/557835,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.13,False,False,557834,Egyptian Art,"Facsimile, Djehuty (TT 45), Djehutyemhab, banquet","Funerary Banquet, Tomb of Djehutyemheb",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile H. 51 cm (20 1/16 in); w. 117 cm (46 1/16 in) +scale 5:8 +Framed H. 55.9 cm (22 in); w. 121.3 cm (47 3/4 in)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT 45),,"MMA Graphic Section, 1908",,,,http://www.metmuseum.org/art/collection/search/557834,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.12,False,False,557833,Egyptian Art,"Facsimile, Djehuty (TT 45), Djehutyemhab, Amun-Re-Harakhty","Djehutyemhab and his Wife Worshipping Amun-Re-Harakhty, Tomb of Djehutyemhab",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist|Artist,,Norman de Garis Davies|Francis Sydney Unwin,1865–1941|1885–1925,,"Davies, Norman de Garis|Unwin, Francis Sydney",,1865 |1885 ,1941 |1925 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1279,Tempera on paper,"Facsimile H. 54 cm (21 1/4 in); w. 60 cm (23 5/8 in) +scale 1:3 +Framed H. 54.6 cm (21 1/2 in); w. 61.6 cm (24 1/4 in)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT 45),,"MMA Graphic Section, December 1908",,,,http://www.metmuseum.org/art/collection/search/557833,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.11,False,False,557832,Egyptian Art,"Facsimile, Djehuty (TT 45), Djehutyemhab, adoration scene, Sokar","Djehutyemheb and his Wife Adoring Sokar, Tomb of Djehutyemheb",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile H. 48 cm (18 7/8 in); w. 49 cm (19 5/16 in) +scale 4:7 +Framed H. 53.7 cm (21 1/8 in); w. 53.7 cm (21 1/8 in)","Rogers Fund, 1915",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT 45),,"MMA Graphic Section, 1908",,,,http://www.metmuseum.org/art/collection/search/557832,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.10,False,False,557831,Egyptian Art,"Facsimile, Djehuty (TT 45), Djehutyemhab, ceiling","Western Sun Adored by Deities, Tomb of Djehutyemheb",,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1908; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,Facsimile H. 53 cm (20 7/8 in); w. 69.5 cm (27 3/8 in); scale 2:5; Framed H. 54.3 cm (21 3/8 in); w. 72.4 cm (28 1/2 in),"Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehutyemhab (TT 45),,"MMA Graphic Section, 1908",,,,http://www.metmuseum.org/art/collection/search/557831,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.210,False,True,5968,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Possibly,Thomas Dimmock & Co.,active 1828–59,,Dimmock & Co. Thomas,British,1828 ,1859 ,ca. 1828–ca. 1859,1825,1862,"Earthenware, transfer-printed",Diam. 7 1/4 in. (18.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5968,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.180,False,True,5967,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Possibly,Thomas Dimmock & Co.,active 1828–59,,Dimmock & Co. Thomas,British,1828 ,1859 ,ca. 1835–59,1832,1859,"Earthenware, transfer-printed",Diam. 9 in. (22.9 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5967,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.241,False,False,1012,American Decorative Arts,Bread plate,Bread Plate,British (American market),,,,,Designer|Manufacturer,Designed by|Manufactured by,Augustus Welby Northmore Pugin|Minton and Company,"British, London 1812–1852 Ramsgate|1793–present",,"Pugin, Augustus Welby Northmore|Minton and Company ",British,1812 |1793 ,1852 |2002 ,ca. 1850,1847,1850,Earthenware,Diam. 13 in. (33 cm),"Friends of the American Wing Fund, 1986",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/1012,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.403.1,False,False,9476,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1893–97,1890,1900,Glass,5 3/16 x 6 x 6 in. (13.2 x 15.2 cm),"Bequest of James H. Stubblebine, 1987",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9476,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.403.2,False,False,9477,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1893–97,1890,1900,Glass,20 1/16 x 7 7/8 in. (51 x 20 cm),"Bequest of James H. Stubblebine, 1987",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9477,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.9,False,True,9479,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 14 1/2 in. (36.8 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9479,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.11,False,True,9481,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 10 3/8 in. (26.4 cm); Diam. 4 1/2 in. (11.4 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9481,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.7,False,True,548357,Egyptian Art,"Facsimile, Amenherkhepeshef (QV 55), Ramesses III",Ramesses III and Prince Amenherkhepeshef before Hathor,,"New Kingdom, Ramesside",Dynasty 20,reign of Ramesses III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,Original ca. 1184–1153 B.C.,-1184,-1153,"Paper, tempera paint, ink","facsimile: h. 94.5 cm (37 3/16 in); w. 64.5 cm (25 3/8 in) +scale about 2:5 +framed: h. 87.3 cm (34 3/8 in); w. 67.3 cm (26 1/2 in)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Valley of the Queens,Tomb of Amenherkhepeshef (QV 55),,MMA graphic expedition 1933,,,,http://www.metmuseum.org/art/collection/search/548357,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.13,False,True,9482,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 11 1/2 in. (29.2 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9482,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.35,False,True,9483,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 5 in. (12.7 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9483,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.36,False,True,9484,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 13 3/8 in. (34 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9484,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.43,False,True,9485,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,H. 5 5/8 in. (14.3 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9485,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.5,False,True,544646,Egyptian Art,"Facsimile, Rekhmire (TT 100), metal casting","Casting Metal, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"facsimile: h. 59 cm (23 1/4 in); w. 90.5 cm (35 5/8 in) +Scale 1:1 +framed: h. 24 3/8 in; w. 36 1/8 in","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,MMA graphic expedition 1927,,,,http://www.metmuseum.org/art/collection/search/544646,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.9,False,True,557727,Egyptian Art,"Facsimile, Djeserkareseneb (TT 38), music, harp, lute, lyre, flute",Female Musicians,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Thutmose IV,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,"A.C. 1920–1921, original ca. 1400–1390 B.C.",-1400,-1390,Tempera on paper,"facsimile:H. 41 × W. 64.8 cm (16 1/8 × 25 1/2 in.) +scale 1:1 +framed: 42.9 × 66.7 cm (16 7/8 × 26 1/4 in.)","Rogers Fund, 1930",From|Original,,|,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djeserkareseneb (TT 38),,,,|,,http://www.metmuseum.org/art/collection/search/557727,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2016.371.1,False,False,566762,Egyptian Art,"Facsimile, Temple of Hatshepsut, Seniseneb","Hatshepsut's Grandmother, Seniseneb",,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,Joint reign of Hatshepsut and Thutmose III,,Artist,,Howard Carter,"British, London 1873–1939 London",,"Carter, Howard",British,1873 ,1939 ,1899,1899,1899,Tempera on paper,Facsimile: H. 35.5 cm (17 15/16 in.); W. 34 cm (13 3/8 in.); Scale 1:1; Framed: H. 47.3 cm (18 5/8 in.); W. 35.6 cm (14 in.),"Bequest of Howard Carter, 1939",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,Temple of Hatshepsut,,,,,,http://www.metmuseum.org/art/collection/search/566762,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.76.14,False,False,5157,American Decorative Arts,Medallion,Medallion of Benjamin Franklin,British,,,,,Artist|Manufacturer,Attributed to,Jean-Baptiste Nini|Josiah Wedgwood and Sons,"Italian, Urbino 1717–1786 Chaumont-sur-Loire|1759–present",,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",Italian,1717 |1759 ,1786 |9999 ,1760–1800,1760,1800,Earthenware,4 1/8 x 3 1/8 in. (10.5 x 7.9 cm),"Purchase, Joseph Pulitzer Bequest, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5157,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.1,False,True,544607,Egyptian Art,"Facsimile, Rekhmire (TT 100), Aegean Islanders",Aegean Islanders in the Tomb of Rekhmire,,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"facsimile: h. 42 cm (16 9/16 in); w. 45.5 cm (17 15/16 in) +Scale 1:1 +framed: h. 48.4 cm (19 1/16 in); 45.7 cm (18 in)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,"MMA graphic expedition, 1926",,,,http://www.metmuseum.org/art/collection/search/544607,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.76.10,False,False,5155,American Decorative Arts,Medallion,Medallion of Benjamin Franklin,British,,,,,Manufacturer|Artist,After,E. J. Neale and Company|Charles Nicolas Cochin II,"French, Paris 1715–1790 Paris",,"Neale and Company E. J.|Cochin, Charles Nicolas, II",French,1715 ,9999 |1790 ,1778–88,1778,1788,Earthenware,14 x 11 1/2 in. (35.6 x 29.2 cm),"Purchase, Joseph Pulitzer Bequest, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5155,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.76.11,False,False,5153,American Decorative Arts,Medallion,Anti-Slavery Medallion,British,,,,,Designer|Manufacturer,Designed by|Manufactured by,William Hackwood|Josiah Wedgwood and Sons,"British, ca. 1753–1836|1759–present",,"Hackwood, William|Wedgwood and Sons, Josiah",British,1748 |1759 ,1836 |9999 ,1770–1800,1770,1800,Jasper,1 1/4 x 1 1/8 in. (3.2 x 2.9 cm),"Purchase, Joseph Pulitzer Bequest, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics-Cylinder Seals-Inscribed,,http://www.metmuseum.org/art/collection/search/5153,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.76.16,False,False,5151,American Decorative Arts,Medallion,Medallion of Benjamin Franklin,British,,,,,Designer|Manufacturer,Probably designed by|Manufactured by,Jean Jacques Caffiéri|Josiah Wedgwood and Sons,"French, Paris 1725–1792 Paris|1759–present",,"Caffiéri, Jean Jacques|Wedgwood and Sons, Josiah",French,1725 |1759 ,1792 |9999 ,1777–1800,1777,1800,Earthenware,2 3/4 x 2 1/4 in. (7 x 5.7 cm),"Purchase, Joseph Pulitzer Bequest, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5151,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +96.17.51,False,True,6907,American Decorative Arts,Roundel,Roundel,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–96,1893,1896,Favrile glass,Diam. 14 1/2 in. (36.8 cm),"Gift of H. O. Havemeyer, 1896",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/6907,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.7,False,False,557633,Egyptian Art,"Facsimile, Mentuherkhepeshef (TT 20), hunting",Fragment of a Hunting Scene,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Thutmose III,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1912; original ca. 1504–1458 B.C.,-1504,-1458,Tempera on paper,"H. 25 cm (9 13/16 in.); w. 29.5 cm (11 5/8 in.) +scale 1:1","Rogers Fund, 1930",From|Original from,,|,,Egypt,"Upper Egypt, Thebes",Dra Abu el-Naga,Tomb of Mentuherkhepeshef (TT 20),,,,,,http://www.metmuseum.org/art/collection/search/557633,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.314.12,False,False,13515,American Decorative Arts,Rocker blotter,Rocker Blotter,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–20,1902,1923,"Bronze, wood",2 1/8 x 5 1/2 x 3 in. (5.4 x 14 x 7.6 cm),"Gift of Estate of John F. Scharffenberger, 1990",Made in,New York,Queens,Queens,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/13515,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1998.12,False,False,16307,American Decorative Arts,Tall clock,Tall Clock,American,,,,,Maker|Maker|Decorator|Maker,Case attributed to|Works signed|Dial possibly painted by|Possibly with,Thomas Seymour|James Doull|John Ritto Penniman|John Seymour,"1771–1848|American, Milford, Massachusetts 1782–1841 Baltimore, Maryland|active ca. 1794–1816",,"Seymour, Thomas|Doull, James|Penniman, John Ritto|Seymour, John",American,1771 |1782 |1791 ,1848 |9999 |1841 |1816 ,1805–10,1805,1810,"Mahogany, mahogany veneer, +maple with white pine",111 3/4 x 21 1/4 x 9 3/4 in. (283.8 x 54 x 24.8 cm),"Purchase, Anthony W. and Lulu C. Wang Gift, 1998",Made in,Boston,New England,New England,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/16307,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.409,False,True,15982,American Decorative Arts,Vase,Vase,American,,,,,Maker|Decorator,Probably cut by,Tiffany Glass and Decorating Company|Fredolin Kreischmann,"American, 1892–1902|1845–1898",,"Tiffany Glass and Decorating Company|Kreischmann, Fredolin",Austrian,1892 |1845 ,1902 |1898 ,ca. 1895–98,1892,1901,"Blown glass, cut and engraved",H. 12 1/4 in. (31.1 cm),"Purchase, William Cullen Bryant Fellows Gifts, 1997",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/15982,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.14,False,True,544543,Egyptian Art,"Facsimile, Khety (Beni Hasan 17), griffin","Detail of a Griffin, Tomb of Khety",,Middle Kingdom,Dynasty 11,,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 2140–1991 B.C.,-2140,-1991,Tempera on paper,"facsimile: h. 26.5 cm (10 7/16 in); w. 45.3 cm (17 13/16 in) +1:1 scale +framed: h. 26.7 cm (10 1/2 in); w. 36.2 cm (14 1/4 in)","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Kheti (Tomb 17),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544543,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.413,False,False,16718,American Decorative Arts,Armchair,Armchair,American,,,,,Maker|Maker,Possibly,A. H. Davenport|Keeler & Co.,1800–1908,or,"Davenport, A. H.|Keeler & Co.",,1800 ,1908 |9999 ,ca. 1895,1895,1895,"Oak, original upholstery and leather showcover, brass nails",46 3/8 x 24 1/4 x 22 7/8 in. (117.8 x 61.6 x 58.1 cm),"Gift of David Scott Parker, 1999",Made in,Boston,New England,New England,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/16718,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.412.1,False,False,16755,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Free-blown Favrile glass,H. 22 in. (55.9 cm),"Gift of Robert and Gladys Koch, 1999",Made in,New York,Queens,Queens,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/16755,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.257,False,True,2209,American Decorative Arts,Compote,Compote,American,,,,,Maker,Attributed to,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,1855–60,1855,1860,Cut and engraved glass,H. 9 11/16 in. (24.6 cm); Diam. 10 1/4 in. (26 cm),"Gift of Stuart P. Feld, 1969",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/2209,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.307.4,False,False,3191,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Manufacturer,Manufactured by,William Lycett Studios|Haviland & Co.,"1883–1909|American and French, 1864–1931",,"Lycett, Studios William|Haviland & Co.",American and French,1883 |1864 ,1909 |1931 ,1883–1909,1883,1909,Porcelain,H. 1 in. (2.5 cm); Diam. 9 5/8 in. (24.4 cm),"Purchase, Friends of the American Wing Fund and Anonymous Gift, 1986",Made in|Made in,Atlanta|Limoges,Haute-Vienne,Haute-Vienne,United States|France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3191,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1986.57a, b",False,True,2564,American Decorative Arts,Vase,Covered Vase,American,,,,,Designer|Manufacturer,Probably designed by|Manufactured by,Edward Lycett|Faience Manufacturing Company,"1833–1910|American, New York, 1881–1892",,"Lycett, Edward|Faience Manufacturing Company ",American,1833 |1881 ,1910 |1892 ,1886–90,1886,1890,Glazed and gilded earthenware,H. 27 in. (68.6 cm); Diam. 14 1/2 in. (36.8 cm),"Gift of Todd Michael Volpe, 1986",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/2564,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.114,False,False,3941,American Decorative Arts,Cameo,George Washington,British,,,,,Manufacturer|Artist,After,Josiah Wedgwood and Sons|Joseph Wright (Wright of Derby),"1759–present|British, Derby 1734–1797 Derby",,"Wedgwood and Sons, Josiah|Wright, Joseph (Wright of Derby)",British,1759 |1734 ,9999 |1797 ,1770–1800,1770,1800,Earthenware,H. 3 1/2 in. (8.9 cm),"Gift of William H. Huntington, 1883",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3941,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.6,False,False,557673,Egyptian Art,"Facsimile, Menkheperraseneb (TT 79), funerary gifts","Funerary Gifts from the King, Tomb of Menkheperraseneb",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II ?,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1400,Tempera on paper,facsimile: h. 62 cm (24 7/16 in); w. 54 cm (21 1/4 in); scale 1:2; framed: 65.4 cm (25 3/4 in); w. 57.2 cm (22 1/2 in),"Rogers Fund, 1933",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Menkheperreseneb (TT 79),,MMA graphic expedition 1932,,,,http://www.metmuseum.org/art/collection/search/557673,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.307.7,False,False,3190,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Manufacturer,Manufactured by,Maude Mason|Haviland & Co.,"American and French, 1864–1931",,"Mason, Maude|Haviland & Co.",American and French,1864 ,9999 |1931 ,ca. 1904,1904,1904,"Porcelain, overglaze enamel decoration",H. 1 in. (2.5 cm); Diam. 10 1/4 in. (26 cm),"Purchase, Friends of the American Wing Fund and Anonymous Gift, 1986",Made in|Made in,New York|Limoges,Haute-Vienne,Haute-Vienne,United States|France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3190,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1996.452,False,False,15596,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,1904–ca. 1914,1904,1917,Glazed white earthenware,8 x 13 1/2 in. (20.3 x 34.3 cm),"Gift of Paul and Chloe Nassau, 1996",Made in,New York,Queens,Queens,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15596,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +67.654.51,False,False,17122,American Decorative Arts,Drawing,Design for “Woman in a Pergola with Wisteria” window,American,,,,,Maker|Patron|Artist|Maker|Maker,Commissioned by|Possibly|Possibly,Tiffany Studios|Raphael de Lamar|Louis Comfort Tiffany|Tiffany Glass Company|Tiffany Glass and Decorating Company,"1902–32|1843–1918|American, New York 1848–1933 New York|1885–92|American, 1892–1902",,"Tiffany Studios |Lamar, Raphael de|Tiffany, Louis Comfort|Tiffany Glass Company|Tiffany Glass and Decorating Company",American,1902 |1843 |1848 |1885 |1892 ,1932 |1918 |1933 |1892 |1902 ,ca. 1915,1910,1920,"Watercolor, pen and brown ink, and graphite on translucent paper adhered to artist board in original metallic gold window mat","Overall: 21 15/16 x 28 7/8 in. (55.7 x 73.3 cm) +Design: 19 1/2 x 22 in. (49.5 x 55.9 cm)","Purchase, Walter Hoving and Julia T. Weld Gifts and Dodge Fund, 1967",Made in,New York,Queens,Queens,United States,,,,,,,Drawings,,http://www.metmuseum.org/art/collection/search/17122,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.1,False,True,544541,Egyptian Art,"Facsimile, Djari (TT 366)","Women Preparing Food, Tomb of Djari",,Middle Kingdom,Dynasty 11,reign of Montuhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 2060–2010 B.C.,-2060,-2010,"Paper, tempera paint, ink","facsimile: h. 45 cm (17 11/16 in); w. 170 cm (66 15/16 in) +scale 1:1 +framed: h. 48.3 cm (19 in); w. 174 cm (68 1/2 in)","Rogers Fund, 1931",From,,,,Egypt,"Upper Egypt, Thebes",Asasif,"Tomb of Djar (TT 366, MMA 820)",,MMA graphics expedition 1930,,,,http://www.metmuseum.org/art/collection/search/544541,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.36,False,False,2792,American Decorative Arts,Cup,Cup,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905,1902,1908,"Silver, glass","Overall: 7 7/8 x 6 3/4 in. (20 x 17.1 cm); 39 oz. 19 dwt. (1242.1 g) +Lip: Diam. 5 7/8 in. (14.9 cm) +Foot: Diam. 5 5/16 in. (13.5 cm)","Purchase, The Edgar J. Kaufmann Foundation Gift, 1969",Made in,New York,Queens,Queens,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/2792,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.461,False,True,15906,American Decorative Arts,Armchair,Armchair,American,,,,,Maker,Attributed to,Thomas Brooks,1810/11–1887,,"Brooks, Thomas",American,1810 ,1887 ,ca.1847,1847,1847,"Rosewood, brass, leather, replacement upholstery",63 x 25 x 25 in. (160 x 63.5 x 63.5 cm),"Gift of Lee B. Anderson,1999",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/15906,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.2,False,True,544542,Egyptian Art,"Facsimile, Djari (TT 366, MMA 820), plowing, donkeys","Laden Donkeys and Ploughing, Tomb of Djar",,Middle Kingdom,Dynasty 11,reign of Montuhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 2060–2010 B.C.,-2060,-2010,"Paper, tempera paint, ink","facsimile: h. 81 cm (31 7/8 in); w. 118.5 cm (46 5/8 in) +scale 1:1 +framed: h. 84.5 cm (33 1/4 in); w. 121.9 cm (48 in)","Rogers Fund, 1931",From,,,,Egypt,"Upper Egypt, Thebes",Asasif,"Tomb of Djar (TT 366, MMA 820)",,MMA graphics expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544542,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.370.3,False,False,14365,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Manufacturer,Manufactured by,F. B. M.|Haviland & Co.,"American and French, 1864–1931",,F. B. M.|Haviland & Co.,American and French,1864 ,9999 |1931 ,ca. 1885–87,1882,1887,Porcelain,Diam. 8 1/4 in. (21 cm),"The Florence I. Balasny-Barnes Collection, Gift of Florence I. Balasny-Barnes, 1991",Made in|Made in,Cincinnati|Limoges,Haute-Vienne,Haute-Vienne,United States|France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14365,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.8,False,True,544531,Egyptian Art,"Facsimile, Nefermaat and Itet, Meidum geese","Facsimile Painting of Geese, Tomb of Nefermaat and Itet",,Original: Old Kingdom,Dynasty 4,reign of Snefru,,Artist,,Charles K. Wilkinson,,[painted 1920-21],"Wilkinson, Charles K.",,1897 ,1986 ,ca. 2575–2551 B.C.,-2575,-2575,Tempera on paper,"facsimile: H. 24.5 cm (9 5/8 in.); W. 161.5 cm (63 9/16 in.) +scale:1:1 +framed: H. 30.5 cm (12 in.); W. 167 cm (65 3/4 in.) +","Rogers Fund, 1931",Original from,,,,Egypt,Memphite Region,Meidum,Tomb of Nefermaat and Itet,outer chapel of Itet,,,,,http://www.metmuseum.org/art/collection/search/544531,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.15,False,False,544553,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), hedgehogs","Man Transporting a Hedgehog and a Hare, Tomb of Khnumhotep",,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1897–1878 B.C.,-1897,-1897,Tempera on paper,"facsimile: h. 51.5 cm (20 1/4 in); w. 54 cm (21 1/4 in) +Scale 1:1 +framed: h.","Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition,,,,http://www.metmuseum.org/art/collection/search/544553,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.50,False,True,544568,Egyptian Art,"Facsimile, Amenhotep (TT 73), fish preparation, net making",Facsimile: Scene of Fish Preparation and Net Making,,Twentieth Century; original New Kingdom,"Original New Kingdom, Dynasty 18",Joint reign of Hatshepsut and Thutmose III,,Artist,Nina or,Norman de Garis Davies,,(probably Norman),"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1926; original ca. 1479–1458 B.C.,-1479,-1458,Tempera on paper,Facsimile: 57 × 93.6 cm (22 7/16 × 36 7/8 in.); Framed: 58.5 × 95.5 cm (23 1/16 × 37 5/8 in.); Scale 1:1,"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Amenhotep (TT 73),,,,,,http://www.metmuseum.org/art/collection/search/544568,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +98.1.8,False,False,4586,American Decorative Arts,Pitcher,Pitcher,British (American market),,,,,Maker,,Ralph Stevenson,"British, active Cobridge, ca. 1810–32",", at his Cobridge Pottery","Stevenson, Ralph",British,1805 ,1832 ,ca. 1820–ca. 1832,1817,1835,"Earthenware, transfer-printed",H. 9 in. (22.9 cm),"Gift of Mrs. Isaac Gibson Jaffray, in memory of her husband, 1898",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4586,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.9,False,False,557684,Egyptian Art,"Facsimile, Djehuty (TT 45), offering scene","Djehuty and a Woman Make Offerings, Tomb of Djehuty",,Twentieth Century; original New Kingdom,original Dynasty 18,reign of Amenhotep II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1907–1908; original ca. 1427–1400 B.C.,-1427,-1400,Tempera on paper,"Facsimile H. 51 cm ( 20 1/16 in); w. 65 cm (25 9 /16 in) +scale 4:7 +Framed H. 54.6 cm (21 1/2 in); w. 67.3 cm (26 1/2 in)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehuty (TT 45),,"MMA Graphic Section, 1907-1908",,,,http://www.metmuseum.org/art/collection/search/557684,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.17,False,True,544548,Egyptian Art,"Facsimile, Khnumhotep (Beni Hasan 3), nomads",Leaders of the Aamu of Shu,,Middle Kingdom,Dynasty 12,reign of Senwosret II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1887–1878 B.C.,-1887,-1878,Tempera on paper,Facsimile: H.63.5 × W. 81.5 cm (25 in. × 32 1/16 in.); Framed: H. 66.5 × W. 84.3 cm (26 3/16 × 33 3/16 in.); Scale. 1:1,"Rogers Fund, 1933",Original from,,,,Egypt,Middle Egypt,Beni Hasan,Tomb of Khnumhotep (Tomb 3),,MMA graphic expedition 1931,,,,http://www.metmuseum.org/art/collection/search/544548,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.8,False,True,557685,Egyptian Art,"Facsimile, Djehuty (TT 45), offering scene","Djehuty and his Mother Receiving Offerings, Tomb of Djehuty",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1907–1908; original ca. 1427–1400 B.C.,-1427,-1400,Tempera on paper,Facsimile: H. 46.2 × W. 51 cm (18 3/16 × 20 1/16 in.); Framed: H. 47.7 × W. 52.1 cm (18 3/4 × 20 1/2 in.); Scale 4:7,"Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djehuty (TT 45),,"MMA Graphic Section, 1907-1908",,,,http://www.metmuseum.org/art/collection/search/557685,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1999.255a, b",False,False,16680,American Decorative Arts,Fabric sample book,Schumacher's Taliesin Line of Decorative Fabrics and Wallpapers Designed by Frank Lloyd Wright,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|F. Schumacher & Co.,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1889–present",,"Wright, Frank Lloyd|Schumacher & Co., F.",American,1867 |1889 ,1959 |2089 ,1955,1955,1955,Book (a) together with a conforming masonite authorized dealer sign (b),"Book: 22 3/4 x 17 5/16 in. (57.8 x 44 cm) +Sign: 12 x 9 1/4 in. (30.5 x 23.5 cm)","Friends of the American Wing Fund, 1999",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/16680,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"2000.509.2a, b",False,True,2509,American Decorative Arts,Sugar bowl,Sugar bowl,American,,,,,Maker|Maker,Attributed to|Possibly,New England Glass Company|South Boston Flint Glass Works,"American, East Cambridge, Massachusetts, 1818–1888",,New England Glass Company |South Boston Flint Glass Works ,,1818 ,1888 |9999 ,1815–35,1815,1835,Free-blown glass with applied decoration,9 7/8 x 4 3/8 in. (25.1 x 11.1 cm),"Gift of Mr. and Mrs. Robert Keller, in memory of Gretchen Keller, 2000",Made in|Probably made in|Probably made in,Cambridge|Boston,New England|New England,New England|New England,United States|United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/2509,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.20,False,False,1225,American Decorative Arts,Candlestick,Candlestick,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,ca. 1900,1897,1903,Glass,H. 7 1/4 in. (18.4 cm); Diam. 4 3/8 in. (11.1 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/1225,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.69.16,False,False,9575,American Decorative Arts,Vase,Vase,British (American market),,,,,Designer|Manufacturer,Designed by|Manufactured by,Marc-Louis Emanuel Solon|Minton and Company,1835–1913|1793–present,,"Solon, Marc-Louis Emanuel|Minton and Company ",,1835 |1793 ,1913 |2002 ,1870,1870,1870,Porcelain,H. 16 1/4 in. (41.3 cm); Diam. 9 in. (22.9 cm),"Gift of Mrs. D. Chester Noyes, 1968",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9575,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.339.1,False,True,3609,American Decorative Arts,Finger bowl,Finger Bowl,American,,,,,Maker,,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,ca. 1856–85,1853,1885,Blown lead glass,H. 2 1/16 in. (5.2 cm); D. 4 15/16 in. (12.5 cm),"Gift of Mrs. Edwin M. Berol, 1978",Possibly made in|Possibly made in,New York|White Mills,Brooklyn,Brooklyn,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3609,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.424,False,True,3571,American Decorative Arts,Ewer,Ewer,American,,,,,Maker,,Faience Manufacturing Company,"American, New York, 1881–1892",,Faience Manufacturing Company ,American,1881 ,1892 ,1886–90,1886,1890,Earthenware,H. 15 x 8 in. (38.1 x 20.3 cm),"Friends of the American Wing Fund, 1984",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3571,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.443,False,True,17495,American Decorative Arts,Vase,Vase,American,,,,,Maker,,Faience Manufacturing Company,"American, New York, 1881–1892",,Faience Manufacturing Company ,American,1881 ,1892 ,1886–90,1886,1890,"Earthenware, glazed and painted with overglaze polychrome enamels raised paste decoration",H. 17 1/2 in. (44.5 cm),"Gift of Brian D. Coleman, 2002",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/17495,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.69.15,False,False,9574,American Decorative Arts,Vase,Vase,British (American market),,,,,Designer|Manufacturer,Designed by|Manufactured by,Marc-Louis Emanuel Solon|Minton and Company,1835–1913|1793–present,,"Solon, Marc-Louis Emanuel|Minton and Company ",,1835 |1793 ,1913 |2002 ,1870,1870,1870,Porcelain,16 1/4 x 9 in. (41.3 x 22.9 cm),"Gift of Mrs. D. Chester Noyes, 1968",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9574,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.3,False,True,544637,Egyptian Art,"Facsimile, Rekhmire (TT 100), leather work, sandals","Sandal Maker, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"Facsimile: H. 32 cm (12 5/8 in.); W. 39.5 cm (15 9/16 in.) +Scale 1:1 +Framed: H. 31 cm (12 3/16 in.); W. 65.6 cm (25 3/16 in.)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544637,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1985.145.1,False,True,1309,American Decorative Arts,Candlestick,Candlestick,American,,,,,Maker,,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,ca. 1852–60,1849,1860,Blown glass,6 3/4 x 4 in. (17.1 x 10.2 cm),"Gift of Katheryn Hait Dorflinger Manchee, 1985",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/1309,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1985.145.2,False,True,1310,American Decorative Arts,Candlestick,Candlestick,American,,,,,Maker,,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,ca. 1852–60,1849,1860,Blown glass,7 x 4 in. (17.8 x 10.2 cm),"Gift of Katheryn Hait Dorflinger Manchee, 1985",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/1310,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"62.146a, b",False,True,9749,American Decorative Arts,Watch,Watch,British,,,,,Maker,,M. I. Tobias and Company,1810–29,,Tobias and Company M. I.,British,1810 ,1829 ,1810–29,1810,1829,Gold,2 1/4 x 2 1/4 x 5/8 in. (5.7 x 5.7 x 1.6 cm),"Gift of Lucy Moses, 1962",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Jewelry,,http://www.metmuseum.org/art/collection/search/9749,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.29,False,True,544640,Egyptian Art,"Facsimile, Rekhmire (TT 100), carpenter, bow drill","Carpenter Making a Chair, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"facsimile: h. 30 cm (11 13/16 in); w. 41 cm (16 1/8 in) +scale 1:1 +framed: h. 33 cm (13 in); w. 44.5 cm (17 1/2 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544640,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.4,False,False,544644,Egyptian Art,"Facsimile, Rekhmire (TT 100), stucco making","Gesso Preparation and Application, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"facsimile: h. 27.3 cm (10 3/4 in); w. 59.5 cm (23 7/16 in) +Scale 1:1 +framed: h. 30.5 cm (12 in); w. 63.5 cm (25 in)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544644,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.89,False,True,544648,Egyptian Art,"Facsimile, Rekhmire (TT 100), pool","Brickmakers Getting Water from a Pool, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 48.5 cm (19 1/8 in); w. 45.5 cm (17 15/16 in) +scale 1:1 +framed: h. 52.1 cm (20 1/2 in); w. 48.3 cm (19 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544648,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.77,False,True,544649,Egyptian Art,"Facsimile, Rekhmire (TT 100), brickmaking","Brickmakers, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 48 cm (18 7/8 in); w. 68.5 cm (26 15/16 in) +scale 1:1 +framed: h. 51,4 cm (20 1/4 in); w. 72.4 cm (28 1/2 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544649,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +PSC 2004.20.46,False,False,525653,"Arts of Africa, Oceania, and the Americas",PHOTOGRAPH,Ndanim of Omadesep Holding a Paint Vessel (jifoi),,,,,,Person in Photograph|Photographer|Archive constituent,Person in photograph|Photographed by|Remarks by,Ndanim|Michael Clark Rockefeller|Adrianus Alexander Gerbrands,,carver of Omadesep,"Ndanim|Rockefeller, Michael Clark|Gerbrands, Adrianus Alexander",,1938 |1917 ,1961 |1997 ,"June 26, 1961",1961,1961,Gelatin silver print,Image: 9 11/16 x 6 11/16 in. (24.6 x 16.9 cm),"Photograph by Michael C. Rockefeller, Courtesy of Mary Rockefeller Morgan +The Photograph Study Collection, Department of the Arts of Africa, Oceania and the Americas, The Metropolitan Museum of Art, New York (PSC 2004.20.46)",,Omadesep Village,,Papua Province (Irian Jaya),Indonesia,Asmat,,,,,Faretsj River,Photographs,"Photograph by Michael C. Rockefeller, Courtesy of Mary Rockefeller Morgan +The Photograph Study Collection, Department of the Arts of Africa, Oceania and the Americas, The Metropolitan Museum of Art, New York (PSC 2004.20.46)",http://www.metmuseum.org/art/collection/search/525653,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.90,False,True,544655,Egyptian Art,"Facsimile, Rekhmire (TT 100), sculptors","Sculptors at Work, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 54 cm (21 1/4 in); w. 38.5 cm (15 3/16 in) +scale 1:1 +framed: h. 57.2 cm (22 1/2 in); w. 41.3 cm (16 1/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544655,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.79,False,True,544657,Egyptian Art,"Facsimile, Rekhmire (TT 100), offering","Rekhmire and Mother Receiving Offerings, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Charles K. Wilkinson,,ca. 1928-1928,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 57.5 cm (22 5/8 in); w. 87.5 cm (34 7/16 in) +scale 1:4 +framed: h. 61 cm (24 in); w. 90.8 cm (35 3/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544657,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.19,False,True,571902,Egyptian Art,"Restored copy, Rekhmire (TT 100)","Masons Squaring a Block, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"h. 29.5 cm (11 5/8 in); w. 38 cm (14 15/16 in) +scale 1:1","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/571902,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.23,False,True,571901,Egyptian Art,"Restored copy, Rekhmire (TT 100)","Masons Squaring a Block, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"h. 25 cm (9 13/16 in); w. 40.5 cm (15 15/16 in) +scale 1:1","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/571901,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.608.1,False,False,17526,American Decorative Arts,Scrapbook,Scrapbook,American,,,,,Maker,Compiled by,Tiffany Studios,1902–32,,Tiffany Studios ,,1902 ,1932 ,ca. 1897–1901,1894,1904,Paper,15 7/8 x 10 1/2 in. (40.3 x 26.7 cm),"Gift of John D'Agostino, 2002",Made in,New York,Queens,Queens,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/17526,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.608.2,False,False,17527,American Decorative Arts,Photograph album,Photograph Album,American,,,,,Maker,Compiled by,Tiffany Studios,1902–32,,Tiffany Studios ,,1902 ,1932 ,ca. 1902–20,1899,1923,"Paper, photographs",10 3/4 x 15 3/4 in. (27.3 x 40 cm),"Gift of John D'Agostino, 2002",(none assigned),New York,Queens,Queens,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/17527,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.608.3,False,False,17528,American Decorative Arts,Photograph album,Photograph Album,American,,,,,Maker,Compiled by,Tiffany Studios,1902–32,,Tiffany Studios ,,1902 ,1932 ,ca. 1902–20,1899,1923,"Paper, photographs",11 1/2 x 18 3/4 in. (29.2 x 47.6 cm),"Gift of John D'Agostino, 2002",Made in,New York,Queens,Queens,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/17528,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.432.4,False,True,2563,American Decorative Arts,Vase,Covered Vase,American,,,,,Maker,,Faience Manufacturing Company,"American, New York, 1881–1892",,Faience Manufacturing Company ,American,1881 ,1892 ,1886–90,1886,1890,Earthenware,H. 16 1/4 in. (41.3 cm); Diam. 8 1/2 in. (21.6 cm),"Gift of Florence I. Balasny-Barnes, in memory of her parents, Elizabeth C. and Joseph Balasny, 1981",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/2563,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.8,False,False,9452,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1893–1938,1893,1938,Favrile glass,H. 7 1/16 in. (17.9 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9452,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.26,False,True,3317,American Decorative Arts,Dish,Dish,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 8 3/8 in. (21.3 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3317,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.288,False,True,6121,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1824–34,1821,1834,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6121,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.7,False,True,6104,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 1 1/16 in. (2.7 cm); Diam. 7 3/8 in. (18.7 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6104,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.8,False,True,6105,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 1 3/16 in. (3 cm); Diam. 6 9/16 in. (16.7 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6105,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.10,False,False,6107,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1827–30,1824,1830,"Earthenware, transfer-printed",Diam. 8 1/2 in. (21.6 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6107,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.17,False,False,6108,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,1815–34,1815,1834,"Earthenware, transfer-printed",Diam. 8 1/2 in. (21.6 cm),"Bequest of Mrs. Mary Mandeville Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6108,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.30,False,False,6109,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1822–ca. 1834,1819,1837,"Earthenware, transfer-printed",Diam. 9 in. (22.9 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6109,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.31,False,False,6110,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1821–ca. 1834,1818,1837,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6110,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.3,False,True,6111,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1825–ca. 1834,1822,1837,"Earthenware, transfer-printed",15 1/2 x 12 7/8 in. (39.4 x 32.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6111,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.330,False,True,6122,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1825–ca. 1834,1822,1837,"Earthenware, transfer-printed",Diam. 7 7/8 in. (20 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6122,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.282,False,False,1112,American Decorative Arts,Cameo medallion,Cameo Medallion,British,,,,,Artist|Manufacturer,Manufactured by,Jean-Baptiste Nini|Josiah Wedgwood and Sons,"Italian, Urbino 1717–1786 Chaumont-sur-Loire|1759–present",,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",Italian,1717 |1759 ,1786 |9999 ,1777 (?),1777,1777,Earthenware,4 x 3 1/16 in. (10.2 x 7.8 cm),"Gift of William H. Huntington, 1883",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/1112,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.339.2,False,True,6128,American Decorative Arts,Plate,Plate,American,,,,,Maker,,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,ca. 1856–85,1853,1885,Blown lead glass,H. 7/8 in. (2.2 cm); Diam. 6 1/16 in. (15.4 cm),"Gift of Mrs. Edwin M. Berol, 1978",Possibly made in|Possibly made in,New York|White Mills,Brooklyn,Brooklyn,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/6128,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.321,False,True,6133,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Probably,Joseph Heath,active ca. 1845–53,,"Heath, Joseph",,1842 ,1853 ,ca. 1845–ca. 1853,1842,1856,"Earthenware, transfer-printed",Diam. 4 in. (10.2 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6133,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1976.97,False,False,9367,Modern and Contemporary Art,Vase,Vase,American,,,,,Maker|Manufacturer,,George E. Ohr|Biloxi Art Pottery,"American, Biloxi, Mississippi 1857–1918 Biloxi, Mississippi|1883–1906",,"Ohr, George E.|Biloxi Art Pottery ",American,1857 |1883 ,1918 |1906 ,1894–1906,1894,1906,Earthenware,H. 4 1/4 in. (10.8 cm); Diam. 5 3/4 in. (14.6 cm),"Purchase, Virginia H. Groomes Gift, in memory of her mother, Mary W. Groomes, 1976",Made in,Biloxi,,Mississippi,United States,South United States,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9367,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.422,False,True,6159,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Charles Meigh,"British, active 1835–61",,"Meigh, Charles",British,1835 ,1861 ,ca. 1835–ca. 1849,1832,1852,"Earthenware, transfer-printed",Diam. 10 1/4 in. (26 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6159,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.370.15,False,True,9353,American Decorative Arts,Vase,Vase,American,,,,,Maker,,Faience Manufacturing Company,"American, New York, 1881–1892",,Faience Manufacturing Company ,American,1881 ,1892 ,1886–90,1886,1890,Porcelain,H. 5 1/4 in. (13.3 cm); Diam. 4 1/4 in. (10.8 cm),"The Florence I. Balasny-Barnes Collection, Gift of Florence I. Balasny-Barnes, in memory of her parents, Elizabeth C. and Joseph Balasny, 1991",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9353,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.148,False,True,6171,American Decorative Arts,Plate,Plate,French,,,,,Maker,,Pierrette Caudelot Perrin,died 1793,,"Perrin, Pierrette Caudelot",French,1740 ,1793 ,1770–1800,1770,1800,Faience,Diam. 9 in. (22.9 cm),"Gift of William H. Huntington, 1883",Made in,Marseille,Bouches-du-Rhône,Bouches-du-Rhône,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6171,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.271,False,True,6172,American Decorative Arts,Plate,Benjamin Franklin,French,,,,,Maker,,Pierrette Caudelot Perrin,died 1793,,"Perrin, Pierrette Caudelot",French,1740 ,1793 ,1770–1800,1770,1800,Faience,Diam. 9 in. (22.9 cm),"Gift of William H. Huntington, 1883",Made in,Marseille,Bouches-du-Rhône,Bouches-du-Rhône,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6172,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +12.21.7,False,False,2962,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1841–ca. 1846,1838,1849,"Earthenware, transfer-printed",Diam. 3 3/8 in. (8.6 cm),"Gift of Mrs. Abraham Lansing, 1912",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/2962,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.6,False,True,6103,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 1 in. (2.5 cm); Diam. 4 9/16 in. (11.6 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6103,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.149.9,False,True,6039,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1824–ca. 1846,1821,1849,"Earthenware, transfer-printed",Diam. 6 5/8 in. (16.8 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6039,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.322,False,True,6023,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1830–ca. 1864,1827,1867,"Earthenware, transfer-printed",Diam. 3 7/8 in. (9.8 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6023,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.30,False,False,9467,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,ca. 1902,1899,1905,Favrile glass,H. 5 3/4 in. (14.6 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9467,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.497.10,False,False,5230,American Decorative Arts,Mosaic panel,Mosaic Panel,American,,,,,Maker|Artist|Artist,After,Fred Dikeman|Louis Comfort Tiffany|Fred and Nancy Lee Dikeman,"American, New York 1848–1933 New York",", Flushing","Dikeman, Fred|Tiffany, Louis Comfort|Dikeman, Fred and Nancy Lee",American,1848 ,9999 |1933 ,"ca. 1980, after 1905 design",1905,1983,Glass,Diam. 5 3/4 in. (14.6 cm),"Gift of Fred and Nancylee Dikeman, in memory of his father, John Dikeman, 1980",Made in,New York,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/5230,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.6,False,False,9450,American Decorative Arts,Vase,Vase,American,,,,,Manufacturer|Maker|Designer,Attributed to|Designed by,Tiffany Glass and Decorating Company|Tiffany Studios|Louis Comfort Tiffany,"American, 1892–1902|1902–32|American, New York 1848–1933 New York",or,"Tiffany Glass and Decorating Company|Tiffany Studios |Tiffany, Louis Comfort",American,1892 |1902 |1848 ,1902 |1932 |1933 ,ca. 1902,1899,1905,Favrile glass,H. 3 in. (7.6 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9450,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.26,False,False,9441,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,ca. 1910,1907,1913,Favrile glass,H. 5 5/16 in. (13.5 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9441,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.24,False,False,9439,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1902–3,1902,1903,Favrile glass,8 1/8 x 8 1/8 in. (20.6 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9439,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.306,False,True,3316,American Decorative Arts,Vegetable dish,Vegetable Dish,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1834–ca. 1864,1831,1867,"Earthenware, transfer-printed",8 1/2 x 10 3/4 in. (21.6 x 27.3 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3316,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.19,False,False,9434,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1893–1925,1893,1925,Favrile glass,H. 9 7/8 in. (25.1 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9434,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.16,False,False,9431,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker|Manufacturer,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Studios|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|1902–32|American, 1892–1902",or,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",American,1848 |1902 |1892 ,1933 |1932 |1902 ,1893–1925,1893,1925,Favrile glass,H. 5 1/2 in. (14 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9431,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.230,False,True,5908,American Decorative Arts,Plaque,Plaque,American,,,,,Maker,,Karl L. H. Müller,1820–1887,,"Müller, Karl L. H.",American,1820 ,1890 ,1876,1876,1876,Porcelain,W. 5 3/4 in. (14. cm),"Friends of the American Wing Fund, 1987",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5908,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.443.9,False,True,5913,American Decorative Arts,Plaque,Plaque,American,,,,,Maker|Maker,,Charles Volkmar|Volkmar Ceramic Company,"American, Baltimore, Maryland 1841–1914 Metuchen, New Jersey|ca.1893–ca.1902",,"Volkmar, Charles|Volkmar Ceramic Company",American,1841 |1890 ,1914 |1902 ,ca. 1895,1892,1895,Earthenware,H. 7/8 in. (2.2 cm); Diam. 11 1/8 in. (28.3 cm),"Gift of Florence I. Balasny-Barnes, in memory of her parents, Elizabeth C. and Joseph Balasny, 1986",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5913,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.443.10,False,True,5914,American Decorative Arts,Plaque,Plaque,American,,,,,Maker|Maker,,Charles Volkmar|Volkmar Ceramic Company,"American, Baltimore, Maryland 1841–1914 Metuchen, New Jersey|ca.1893–ca.1902",,"Volkmar, Charles|Volkmar Ceramic Company",American,1841 |1890 ,1914 |1902 ,ca. 1895,1892,1895,Earthenware,H. 1 1/8 in. (2.9 cm); Diam. 11 3/8 in. (28.9 cm),"Gift of Florence I. Balasny-Barnes, in memory of her parents, Elizabeth C. and Joseph Balasny, 1986",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5914,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.305,False,True,3315,American Decorative Arts,Dish,Dish,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1830–ca. 1840,1827,1843,"Earthenware, transfer-printed",11 x 9 in. (27.9 x 22.9 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3315,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.29,False,False,5923,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1825–ca. 1834,1822,1837,"Earthenware, transfer-printed",Diam. 6 in. (15.2 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5923,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.287,False,True,5970,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 10 1/4 in. (26 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5970,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.319,False,True,5971,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1815–34,1812,1834,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5971,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.179,False,False,5231,American Decorative Arts,Mosaic plaque,Mosaic Plaque,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1890–1910,1890,1910,"Glass, wood, leather, moonstones, opal",8 5/8 x 6 in. (21.9 x 15.2 cm),"Gift of Mr. and Mrs. Samuel Schwartz, 1984",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5231,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.3,False,False,491020,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",36 x 36 in. (91.4 cm. x 91.4 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491020,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.698.2,False,False,669898,American Decorative Arts,Vase,Vase with serpent mounts,"American, Russian",,,,,Artist|Manufacturer|Manufacturer,Workmaster: Johan,Viktor Aarne|House of Carl Fabergé|Tiffany Furnaces,New York,,"Aarne, Viktor|FABERGÉ, HOUSE OF CARL|Tiffany Furnaces",,1863 ,1934 |9999 ,"Glass: 1897–99, Mounts: 1899–1904",1897,1899,Blown Favrile glass; silver gilt mounts,6 3/8 in. (16.2 cm),"Gift of the children of Malcom S. Forbes, in his memory, 2014",Made in|Made in,St. Petersburg|New York,Corona,Corona,Russia|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/669898,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.132.2b,False,False,490981,Modern and Contemporary Art,Sample,Piece,American,,,,,Maker|Designer,,"Wesley Simpson, Inc.|Marcel Vertes","New York|Hungarian, Ujpcst 1895–1961 Paris",,"Wesley Simpson, Inc. |Vertes, Marcel",American|Hungarian,1895 ,1961 ,1944,1944,1944,"Rayon (Crown, linen type), printed",11 1/4 × 8 1/8 in. (28.6 × 20.6 cm),"Gift of Wesley Simpson, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490981,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.3b,False,False,490987,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Fritzi Reckendorf|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Enka), printed",11 in. × 8 3/8 in. (27.9 × 21.3 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490987,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.2b,False,False,490986,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Zue Martin|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Martin, Zue|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Dupont), printed",11 1/8 in. × 8 in. (28.3 × 20.3 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490986,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.1b,False,False,490985,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Simone Strasser|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Strasser, Simone|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Enka), printed",11 1/8 in. × 8 in. (28.3 × 20.3 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490985,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.132.5b,False,False,490984,Modern and Contemporary Art,Sample,Piece,American,,,,,Maker|Designer,,"Wesley Simpson, Inc.|Marcel Vertes","New York|Hungarian, Ujpcst 1895–1961 Paris",,"Wesley Simpson, Inc. |Vertes, Marcel",American|Hungarian,1895 ,1961 ,1944,1944,1944,"Rayon (Enka), printed",11 1/4 × 8 1/8 in. (28.6 × 20.6 cm),"Gift of Wesley Simpson, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490984,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.1,False,False,13828,American Decorative Arts,Woven curtain,Curtain,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|F. Schumacher & Co.,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1889–present",,"Wright, Frank Lloyd|Schumacher & Co., F.",American,1867 |1889 ,1959 |2089 ,ca. 1955,1952,1955,Woven rayon and cotton,76 x 84 in. (193 x 213.4 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/13828,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.132.4b,False,False,490983,Modern and Contemporary Art,Sample,Piece,American,,,,,Maker|Designer,,"Wesley Simpson, Inc.|Marcel Vertes","New York|Hungarian, Ujpcst 1895–1961 Paris",,"Wesley Simpson, Inc. |Vertes, Marcel",American|Hungarian,1895 ,1961 ,1944,1944,1944,"Rayon (Enka), printed",11 1/8 × 8 1/8 in. (28.3 × 20.6 cm),"Gift of Wesley Simpson, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490983,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.132.3b,False,False,490982,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"James Reynolds|Wesley Simpson, Inc.","American, born Taft, California, 1926|New York",,"Reynolds, James|Wesley Simpson, Inc. ",American|American,1926 ,2026 ,1944,1944,1944,"Rayon (Enka), cotton",11 × 8 1/8 in. (27.9 × 20.6 cm),"Gift of Wesley Simpson, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490982,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.132.1c,False,False,490980,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Ludwig Bemelmans|Wesley Simpson, Inc.","American (born Austria-Hungary), Merano, Italy (Meran) 1898–1962 New York|New York",,"Bemelmans, Ludwig|Wesley Simpson, Inc. ","American, born Austria-Hungary|American",1898 ,1962 ,1944,1944,1944,"Cotton, printed",10 7/8 × 8 1/8 in. (27.6 × 20.6 cm),"Gift of Wesley Simpson, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490980,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2016.371.2,False,False,566763,Egyptian Art,"Facsimile, Hatshepsut's Temple, Queen Ahmose","Hatshepsut's Mother, Queen Ahmose",,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,Joint reign of Hatshepsut and Thutmose III,,Artist,,Howard Carter,"British, London 1873–1939 London",,"Carter, Howard",British,1873 ,1939 ,1899,1899,1899,Tempera on paper,"Facsimile: H. 42.5 cm (16 3/4 in.); W. 31 cm (12 1/4 in.) +Scale 1:1 +Frame: H. 43.8 cm (17 1/4 in.); W. 32.3 cm (12 11/16 in.)","Bequest of Howard Carter, 1939",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,,,,,,,http://www.metmuseum.org/art/collection/search/566763,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1989.30,False,True,13648,American Decorative Arts,Coverlet,Crib or Doll Coverlet,American,,,,,Maker,Probably,David Daniel Haring,1800–1889,,"Haring, David Daniel",American,1800 ,1889 ,ca. 1836,1833,1836,"Wool and cotton, woven",39 1/4 x 30 1/2 in. (99.7 x 77.5 cm),"Mrs. Roger Brunschwig Gift Fund, 1989",Made in,,Bergen County,Bergen County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13648,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.20.2a–c,False,False,1794,American Decorative Arts,Side Chair,Side Chair,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Matsu-Zukaya Company,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Matsu-Zukaya Company ",American,1867 ,1959 |9999 ,ca. 1922,1919,1922,"Oak, caning",37 3/4 x 15 3/4 x 17 1/4 in. (95.9 x 40 x 43.8 cm),"Gift of Dr. and Mrs. Roger G. Gerry, 1968",Made in,Tokyo,,,Japan,,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/1794,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.20.1,False,False,1793,American Decorative Arts,Side Chair,Side Chair,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Matsu-Zukaya Company|Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Matsu-Zukaya Company |Wright, Frank Lloyd",American,1867 ,9999 |1959 ,ca. 1922,1919,1922,"Oak, caning",37 3/4 x 15 3/4 x 17 1/4 in. (95.9 x 40 x 43.8 cm),"Gift of Dr. and Mrs. Roger G. Gerry, 1968",Made in,Tokyo,,,Japan,,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/1793,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.402.3,False,False,4900,American Decorative Arts,Plate,Plate,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Bauscher Brothers Porcelain Factory,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Bauscher Brothers Porcelain Factory ",American,1867 ,1959 |9999 ,ca. 1914,1911,1914,Earthenware,Diam. 7 1/2 in. (19.1 cm),"Gift of Erving and Joyce Wolf, in memory of Diane R. Wolf, 1987",Made in,Riverside,,,United States,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4900,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.4,False,True,544554,Egyptian Art,"Facsimile, Tetiky (TT 15), ceiling",Ceiling Decoration,,Twentieth Century; original Early New Kingdom,Dynasty 18,reign of Ahmose,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1924; original ca. 1550–1525 B.C.,-1550,-1525,Tempera on paper,"H. 66 cm (26 in.); w. 74 cm (29 1/8 in.) +scale 1:1 +framed: h. 68.6 cm (27 in.); w. 77.5 cm (30 1/2 in.)","Rogers Fund, 1930",From|Original,,|,,Egypt,"Upper Egypt, Thebes",Dra Abu el-Naga,Tomb of Tetiky (TT 15),,,,,,http://www.metmuseum.org/art/collection/search/544554,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +61.48.1,False,True,13611,American Decorative Arts,Coverlet,Embroidered coverlet,American,,,,,Maker,,Ruth Culver Coleman,died 1801,,"Coleman, Ruth Culver",American,1701 ,1801 ,ca. 1760–75,1757,1775,"Linen and wool, embroidered",80 3/4 x 95 5/8 in. (205.1 x 242.9 cm),"Sansbury-Mills Fund, 1961",Possibly made in,Sag Harbor,Suffolk County,Suffolk County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13611,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +22.55,False,True,13607,American Decorative Arts,Coverlet,Embroidered coverlet,American,,,,,Maker,,Mary Breed,1751–ca. 1784,,"Breed, Mary",American,1751 ,1787 ,1770,1770,1770,Linen and cotton with wool embroidered,90 3/4 x 89 in. (230.5 x 226.1 cm),"Rogers Fund, 1922",Made in,Stonington,New London County,New London County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13607,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.4b,False,False,490988,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Fritzi Reckendorf|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Enka), printed",11 1/4 in. × 8 in. (28.6 × 20.3 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490988,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.5b,False,False,490989,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Simone Strasser|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Strasser, Simone|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Crown), printed",11 in. × 8 3/8 in. (27.9 × 21.3 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490989,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.133.6b,False,False,490990,Modern and Contemporary Art,Sample,Piece,American,,,,,Designer|Maker,,"Fritzi Reckendorf|Onondaga Silk Company, Inc.","American, New York, 1933–81",,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",American,1933 ,9999 |1981 ,1944,1944,1944,"Rayon (Enka), printed",10 7/8 × 7 7/8 in. (27.6 × 20 cm),"Gift of Onondaga Silk Company, Inc., 1945",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/490990,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.14.13,False,False,491003,Modern and Contemporary Art,Sample,Piece,American,,,,,Manufacturer,,Cheney Brothers,"American, 1838–1955",,Cheney Brothers,American,1838 ,1955 ,ca. 1923,1920,1923,Printed silk,72 x 30 3/4 in. (182.9 cm. x 78.1 cm. ),"Purchase, Edward C. Moore Jr. Gift, 1923",Object place,Manchester and Hartford,,Connecticut,America,New England,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491003,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.1,False,False,491018,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",37 x 36 in. (94.0 cm. x 91.4 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491018,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.10,False,False,491016,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,"Silk or rayon, taffeta",18 x 52 1/2 in. (45.7 cm. x 133.4 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491016,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.9,False,False,491015,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Silk,19 x 52 in. (48.3 cm. x 132.1 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491015,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.8,False,False,491014,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Rayon satin,18 x 52 in. (45.7 cm. x 132.1 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491014,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.7,False,False,491013,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Silk satin,19 x 51 in. (48.3 cm. x 129.5 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491013,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.6,False,False,491012,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Rayon,37 x 49 1/2 in. (94.0 cm. x 125.7 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491012,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.4,False,False,491021,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",36 1/2 x 36 in. (92.7 cm. x 91.4 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491021,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.5,False,False,491011,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Rayon,38 1/2 x 50 1/2 in. (97.8 cm. x 128.3 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491011,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.2,False,True,4754,American Decorative Arts,Cup,Cup,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 3 5/8 in. (9.2 cm); Diam. 5 3/8 in. (13.7 cm),"Gift of Mr. and Mrs. I. Wistar Morris, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4754,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.3,False,True,4755,American Decorative Arts,Saucer,Saucer,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 7 in. (17.8 cm),"Gift by Mr. and Mrs. I. Wistar Morris, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4755,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1976.198.2,False,False,13913,American Decorative Arts,Quilt,Log Cabin Crib Quilt,American,,,,,Maker,Probably,Anna Susan Ruddick Trowbridge,1869–1949,,"Trowbridge, Anna Susan Ruddick",,1869 ,1949 ,ca. 1875,1872,1875,Cotton and wool,33 3/4 x 27 1/2 in. (85.7 x 69.9 cm),"Gift of Mrs. William Rhinelander Stewart, 1976",Made in,Monticello,Sullivan County,Sullivan County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13913,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.4,False,False,491010,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Rayon,37 x 48 1/2 in. (94.0 cm. x 123.2 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491010,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.3,False,False,491009,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Silk,10 x 27 1/4 in. (25.4 cm. x 69.2 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491009,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.2,False,False,491008,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Rayon,37 x 50 in. (94.0 cm. x 127.0 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491008,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.81.1,False,False,491007,Modern and Contemporary Art,Textile piece,Piece,American,,,,,Maker,,Catoir Silk Company,"American, founded New York, 1889–1989",,Catoir Silk Company ,American,1889 ,1989 ,1942,1942,1942,Silk,36 x 27 in. (91.4 cm. x 68.6 cm. ),"Gift of Catoir Silk Company, 1942",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Woven,,http://www.metmuseum.org/art/collection/search/491007,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.58,False,True,13528,American Decorative Arts,Vase,Vase,American,,,,,Decorator,,Faience Manufacturing Company,"American, New York, 1881–1892",,Faience Manufacturing Company ,American,1881 ,1892 ,1886–90,1886,1890,Painted and glazed earthenware with overglaze raised gold paste decoration,H. 18 1/2 in. (47 cm),"Purchase, Dr. and Mrs. Burton P. Fabricand Gift, 1991",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/13528,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.5,False,False,491022,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",35 1/4 x 35 3/4 in. (89.5 cm. x 90.8 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491022,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +21.101,False,True,466326,Medieval Art,Pilaster,Pilaster (Tetramorph) from the Parapet of a Pulpit with Symbol of the Evangelists,Central Italian,,,,,Artist,Workshop of,Giovanni Pisano,"Italian, Pisa ca. 1240–before 1320 Siena",,"Pisano, Giovanni",Italian,1235 ,1320 ,ca. 1302–10,1302,1310,"Marble (Lunense marble from Carrara), traces of paint","Overall: 33 3/4 x 13 3/4 x 9 in. (85.7 x 34.9 x 22.9 cm) +pin in base: 3 1/16 x 13/16 in. (7.7 x 2.1 cm)","Rogers Fund, 1921",Made in,Pisa,,Tuscany,Italy,,,,,,,Sculpture-Stone,,http://www.metmuseum.org/art/collection/search/466326,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.302,False,False,1695,American Decorative Arts,Side Chair,Side Chair,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,The Van Dorn Iron Works Company|Frank Lloyd Wright,"1884–after 1979|American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Van Dorn Iron Works Company The|Wright, Frank Lloyd",American,1884 |1867 ,1980 |1959 ,ca. 1904,1901,1904,"Steel, wood",35 x 14 x 17 in. (88.9 x 35.6 x 43.2 cm),"Gift of Mr. and Mrs. Arthur A. Carrara, 1979",Made in,Cleveland,,,United States,,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/1695,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +12.21.2,False,False,7206,American Decorative Arts,Sauceboat,Sauceboat,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",H. 4 3/8 in. (11.1 cm),"Gift of Mrs. Abraham Lansing, 1912",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7206,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.116,False,True,548572,Egyptian Art,"Facsimile, Ipuy (TT 217), catafalque","Building a Catafalque, Tomb of Ipuy",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,facsimile: H. 69.5 cm (27 3/8 in.); W. 81 cm (31 7/8 in.); scale 1:1; framed: H. 73.7 cm (29 in.); W. 84.5 cm (33 1/4 in.),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),,,,,,http://www.metmuseum.org/art/collection/search/548572,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1996.381,False,True,15595,American Decorative Arts,Vase,Vase,American,,,,,Maker|Maker,,Volkmar Ceramic Company|Charles Volkmar,"ca.1893–ca.1902|American, Baltimore, Maryland 1841–1914 Metuchen, New Jersey",,"Volkmar Ceramic Company|Volkmar, Charles",American,1890 |1841 ,1902 |1914 ,1896–1902,1896,1902,White earthenware,7 7/8 x 4 5/8 in. (20 x 11.7 cm),"Gift of Dr. Clark S. Marlor, in memory of Warren Zerbe, 1996",Made in,New York,Queens,Queens,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15595,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.136,False,True,548565,Egyptian Art,"Facsimile, Amarna, North Palace, papyrus swamp",Facsimile painting from the 'Green Room' in the North Palace at Amarna,,"New Kingdom, Amarna Period",Dynasty 18,reign of Akhenaten,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1353–1336 B.C.,-1353,-1336,Tempera on paper,"facsimile: h. 105.5 cm (41 9/16 in); 425 cm (167 5/16 in) +scale 1:1 +framed: h. 108.6 cm (42 3/4 in); w. 421 cm (165 3/4 in); th. 6.4 cm (2 1/2 in)","Rogers Fund, 1930",Original from,,,,Egypt,Middle Egypt,Amarna (Akhetaten),North Palace,,,,,,http://www.metmuseum.org/art/collection/search/548565,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.8,False,True,548521,Egyptian Art,"Facsimile, Djeserkareseneb (TT 38), banquet, chair",Seated woman with Two Female Servants,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Thutmose IV,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1920–1921; orignal ca. 1400–1390 B.C.,-1400,-1390,Tempera on Paper,"Facsimile H. 39 cm (15 3/8 in.); w. 36 cm (14 3/16 in.) +Scale 1:1 +Framed H. 42.2 cm (16 5/8 in.); w. 38.7 cm (15 1/4 in.)","Rogers Fund, 1930",From|Original,,|,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Djeserkaraseneb (TT 38),,,,,,http://www.metmuseum.org/art/collection/search/548521,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.39,False,False,2215,American Decorative Arts,Compote,Compote,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,ca. 1900–1920,1897,1920,Favrile glass,H. 5 3/8 in. (13.7 cm); Diam. 9 5/8 in. (24.4 cm),"Purchase, The Edgar J. Kaufmann Foundation Gift, 1969",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/2215,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.203.2,False,True,463415,Medieval Art,Pilaster,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Central Italian,,,,,Artist,Workshop of,Giovanni Pisano,"Italian, Pisa ca. 1240–before 1320 Siena",,"Pisano, Giovanni",Italian,1235 ,1320 ,1302–10,1302,1310,"Marble (Lunense from Carrara), traces of paint",Overall: 33 5/8 x 9 1/8 x 7 in. (85.4 x 23.2 x 17.8 cm),"Frederick C. Hewitt Fund, 1910",Made in,Pisa,,Tuscany,Italy,,,,,,,Sculpture-Stone,,http://www.metmuseum.org/art/collection/search/463415,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.203.1,False,True,463414,Medieval Art,Pilaster,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Central Italian,,,,,Artist,Workshop of,Giovanni Pisano,"Italian, Pisa ca. 1240–before 1320 Siena",,"Pisano, Giovanni",Italian,1235 ,1320 ,1302–10,1302,1310,"Marble (Lunense from Carrara), traces of paint",Overall: 33 1/2 x 7 1/8 x 6 1/2 in. (85.1 x 18.1 x 16.5 cm),"Frederick C. Hewitt Fund, 1910",Made in,Pisa,,Tuscany,Italy,,,,,,,Sculpture-Stone,,http://www.metmuseum.org/art/collection/search/463414,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.145,False,True,548355,Egyptian Art,"Facsimile, QV 66, Nefertari",Queen Nefertari Playing Senet,,"Original New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,Facsimile: H. 43 cm (16 15/16 in); W. 46 cm (18 1/8 in); scale 1:2; Framed: H. 45.5 cm (17 15/16 in.); W. 49 cm (19 5/16 in.),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Valley of the Queens (Biban el-Malikat),Tomb of Nefertari (QV 66),,,,,,http://www.metmuseum.org/art/collection/search/548355,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1989.343,False,False,503375,Musical Instruments,Small Bass Violin,Small Bass Violin,American,,,,,Maker|Maker|Maker,assisted by|assisted by,Carleen M. Hutchins|Thomas P. McLoughlin|Diana Gannett Mizelle,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire|American, born Davenport, Iowa, 1947",1989,Hutchins Carleen M.|McLoughlin Thomas P.|Mizelle Diana G.,American|American,1911 |1947 ,2007 |2047 ,1989,1989,1989,Wood,String length 105.3 cm (41-7/16 in.); Body length 104.4 cm (41-1/16 in.); Upper bouts 49.8 cm (19-5/8 in.); Center bouts 33.7 cm (13-1/4 in.); Lower bouts 64 cm (25-7/16 in.); Rib height 12.1 cm (4-3/4 in.);Tailpiece length 34.2 cm (13-7/16 in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1989",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503375,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.2,False,True,548354,Egyptian Art,"Facsimile, Sennedjem (TT 1), Iaru",Sennedjem and Iineferti in the Fields of Iaru,,Twentieth Century; original New Kingdom,Dynasty 19,reign of Ramesses I–Ramesses II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1922; original ca. 1295–1213 B.C.,-1295,-1295,Tempera on paper,"Facsimile H. 54 cm (21 1/4 in); W. 84.5 cm (33 1/4 in); Framed H. 58.1 cm (22 7/8 in); W. 88.6 cm (34 7/8 in) +scale 1:2 +","Rogers Fund, 1930",From|Original,,|,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Sennedjem (TT 1),,,,,,http://www.metmuseum.org/art/collection/search/548354,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.2,False,False,491019,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper-roller printed",35 3/4 x 37 5/8 in. (90.8 cm. x 95.6 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491019,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.77,False,True,566542,Egyptian Art,"Facsimile, sarcophagus, Haremhab, KV 57",Facsimile of the south side of the sarcophagus of King Haremhab,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910-1911; original ca. 1295 B.C.,-1295,-1295,Tempera on Paper,"H. 34 cm (13 3/8 in); w. 65.5 cm (25 13/16 in) +Scale ?","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/566542,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.608.5a–fff,False,False,17530,American Decorative Arts,Photograph album,Photograph Album,American,,,,,Maker,Compiled by,Tiffany Studios,1902–32,,Tiffany Studios ,,1902 ,1932 ,ca. 1920–29,1917,1932,"Paper, photographs",11 9/16 x 17 1/4 in. (29.4 x 43.8 cm),"Gift of John D'Agostino, 2002",Made in,New York,Queens,Queens,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/17530,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2002.608.4,False,False,17529,American Decorative Arts,Photograph album,Photograph Album,American,,,,,Maker,Compiled by,Tiffany Studios,1902–32,,Tiffany Studios ,,1902 ,1932 ,ca. 1902–20,1899,1923,"Paper, photographs",11 1/2 x 18 7/8 in. (29.2 x 47.9 cm),"Gift of John D'Agostino, 2002",Made in,New York,Queens,Queens,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/17529,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.59,False,True,548583,Egyptian Art,"Facsimile, Qenamun (TT 93), hunting",Ibex and Dog from the Tomb of Qenamun,,New Kingdom,Dynasty 18,reign of Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1427–1400 B.C.,-1427,-1400,Tempera on paper,"facsimile: h. 49 cm (19 5/16 in); w. 57 cm (22 7/16 in) +scale 1:1 +framed: h. 52.7 cm (20 3/4 in); w. 60.3 cm (23 3/4 in)","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Kenamun (TT 93),,,,,,http://www.metmuseum.org/art/collection/search/548583,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.25,False,False,13498,American Decorative Arts,Plaque,M. B. Brown,British (American market),,,,,Decorator|Manufacturer,Manufactured by,Rosina Emmet|Josiah Wedgwood and Sons,"American, New York 1854–1948 New York|1759–present",,"Emmet, Rosina|Wedgwood and Sons, Josiah",American,1854 |1759 ,1948 |9999 ,ca. 1878–85,1875,1885,Earthenware,Diam. 15 1/8 in. (38.4 cm),"Sansbury-Mills Fund, 1991",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/13498,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.6,False,False,491023,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",35 1/2 x 18 in. (90.2 cm. x 45.7 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491023,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1985.224,False,False,3922,American Decorative Arts,Plaque,General Zachary Taylor,American,,,,,Maker|Maker,Modeled by,Charles Cartlidge and Company|Josiah Jones,1848–1856,,"Cartlidge and Company Charles|Jones, Josiah",,1848 ,1856 |9999 ,1845–50,1845,1850,Porcelain,6 15/16 x 5 in. (17.6 x 12.7 cm),"Purchase, Iola S. Haverstick Gift, 1985",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3922,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.7,False,False,491024,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",36 1/4 x 35 1/2 in. (92.1 cm. x 90.2 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491024,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.8,False,False,491025,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,Cotton copper roller printed,36 x 36 in. (91.4 cm. x 91.4 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491025,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.116.9,False,False,491026,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,M. D. C. Crawford|Converse and Company,"American, 1861–1949",,"Crawford, M. D. C.|Converse and Company ",American,1861 ,1949 |9999 ,ca. 1928,1925,1928,"Cotton, copper roller printed",35 x 35 3/4 in. (88.9 cm. x 90.8 cm. ),"Gift of Converse and Company, 1928",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491026,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +29.81.6,False,False,491028,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Marianna von Allesch|Robert McBratney and Company,"American (born Germany), Ingolstadt 1886–1972 New York",,"Allesch, Marianna von|McBratney and Company","American, born Germany",1886 ,1986 |9999 ,ca. 1929,1926,1929,"Linen, printed",52 1/2 x 53 1/2 in. (133.4 cm. x 135.9 cm. ),"Gift of Robert McBratney and Company, 1929",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491028,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.1a–ii,False,False,1973,American Decorative Arts,Chandelier,Chandelier,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Studios|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|1902–32|American, 1892–1902",or,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",American,1848 |1902 |1892 ,1933 |1932 |1902 ,ca. 1900–1910,1897,1910,"Leaded opalescent glass, metal",H. 19 1/8 in. (48.6 cm); Diam. 20 1/2 in. (52.1 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/1973,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.7,False,True,6194,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Ralph Stevenson,"British, active Cobridge, ca. 1810–32",,"Stevenson, Ralph",British,1805 ,1832 ,ca. 1825–ca. 1832,1822,1835,"Earthenware, transfer-printed",Diam. 6 7/8 in. (17.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6194,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.303,False,False,14104,American Decorative Arts,Curtain,Curtain,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|F. Schumacher & Co.,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1889–present",,"Wright, Frank Lloyd|Schumacher & Co., F.",American,1867 |1889 ,1959 |2089 ,ca. 1955,1952,1955,"Cotton, printed",83 1/2 x 30 1/2 in. (212.1 x 77.5 cm),"Gift of David A. Hanks, in memory of Paul Molitor, Jr., 1984",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14104,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"17.190.496a, b",False,True,464461,Medieval Art,Beaker,Beaker,German,,,,,Artist,Attributed to,Hans Greiff,"German, active ca. 1470–died 1516 Ingolstadt",,Greiff Hans,German,1470 ,1516 ,15th–16th century,1400,1599,"Horn, gilded silver mounts and cover","Overall: 9 1/2 x 2 9/16 x 3 1/16 in. (24.1 x 6.4 x 7.8 cm) +vessel (a) only: 6 1/8 x 2 9/16 x 3 1/16 in. (15.6 x 6.4 x 7.8 cm) +Lid (b) only: 3 1/4 x diam. 2 13/16 in. (8.3 x diam. 7.2 cm)","Gift of J. Pierpont Morgan, 1917",Made in,Ingolstadt,,Bavaria,Germany,,,,,,,Ivories-Horn|Metalwork-Silver,,http://www.metmuseum.org/art/collection/search/464461,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2013.1138,False,False,1983,American Decorative Arts,Sculpture,Charles Cartlidge (Bust),American,,,,,Manufacturer|Artist,Manufactured by|Modeled by,Charles Cartlidge and Company|Josiah Jones,1848–1856,,"Cartlidge and Company Charles|Jones, Josiah",,1848 ,1856 |9999 ,ca. 1850–56,1847,1856,Parian porcelain,20 1/2 x 16 1/2 x 9 in. (52.1 x 41.9 x 22.9 cm),"Purchase, Friends of the American Wing, 2013",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/1983,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +17.190.1735,False,True,464128,Medieval Art,Reliquary bust,Reliquary Bust of Saint Barbara,German,,,,,Artist,Workshop of,Niclaus Gerhaert von Leyden,"North Netherlandish, active Strasbourg, ca. 1462–died 1473 Vienna",,"Gerhaert von Leyden, Niclaus",North Netherlandish,1462 ,1473 ,ca. 1465,1465,1465,Walnut with paint and gilding,Overall: 19 7/8 x 17 1/2 x 10 7/8 in. (50.5 x 44.5 x 27.6 cm),"Gift of J. Pierpont Morgan, 1917",Made in,Strasbourg,,Upper Rhineland,Germany,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/464128,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +17.190.1734,False,True,464127,Medieval Art,Reliquary bust,Reliquary Bust of Saint Catherine of Alexandria,German,,,,,Artist,Workshop of,Niclaus Gerhaert von Leyden,"North Netherlandish, active Strasbourg, ca. 1462–died 1473 Vienna",,"Gerhaert von Leyden, Niclaus",North Netherlandish,1462 ,1473 ,ca. 1465,1465,1465,Walnut with paint and gilding; limewood base,Overall: 18 5/8 x 17 5/8 x 10 1/8 in. (47.3 x 44.8 x 25.7 cm),"Gift of J. Pierpont Morgan, 1917",Made in,Strasbourg,,Upper Rhineland,Germany,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/464127,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.131,False,False,14323,American Decorative Arts,Piece,"Textile, Design 104",American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|F. Schumacher & Co.,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1889–present",,"Wright, Frank Lloyd|Schumacher & Co., F.",American,1867 |1889 ,1959 |2089 ,1955–62,1955,1962,"Silk, rayon",88 x 49 3/4 in. (223.5 x 126.4 cm),"Purchase, Charles L. and Jane D. Kaufmann Gift, 1991",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14323,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.326,False,False,14341,American Decorative Arts,Vase,Vase,American,,,,,Maker|Maker,,William P. Jervis|Rose Valley Pottery,"American (born England), Stoke-on-Trent 1851–1925 Sparta, New Jersey|1904–5",,"Jervis, William P.|Rose Valley Pottery ",American,1851 |1904 ,1925 |1905 ,1904–5,1904,1905,Earthenware,H. 4 1/2 in. (11.4 cm),"Purchase, Charles L. and Jane D. Kaufmann Gift, in memory of Charles L. Kaufmann, 1991",Made in,Rose Valley,Delaware,Delaware,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14341,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +38.121.1,False,True,4267,American Decorative Arts,Coat of arms,Quillwork hatchment of Dering coat of arms,American,,,,,Maker|Artist,Possibly made by|Possibly made by,Mary Dering|Elizabeth Dering,"American, 1717–1779|American, 1715–1785",or,"Dering, Mary|Dering, Elizabeth",American|American,1717 |1715 ,1779 |1785 ,1731,1731,1731,"Paper, mica, pearls, wood, glass",22 x 22 in. (55.9 x 55.9 cm),"Rogers Fund, 1938",Made in,Boston,,,United States,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/4267,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +38.165.49,False,False,3939,American Decorative Arts,Bust,Bust of George Washington,British (American market),,,,,Maker,,Enoch Wood,"British, 1759–1846",,"Wood, Enoch",British,1759 ,1846 ,1818,1818,1818,Earthenware,H. 8 1/2 in. (21.6 cm),"Harris Brisbane Dick Fund, 1938",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3939,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.272,False,True,6173,American Decorative Arts,Plate,Benjamin Franklin,French,,,,,Maker,,Pierrette Caudelot Perrin,died 1793,,"Perrin, Pierrette Caudelot",French,1740 ,1793 ,1770–1800,1770,1800,Faience,Diam. 10 1/8 in. (25.7 cm),"Gift of William H. Huntington, 1883",Made in,Marseille,Bouches-du-Rhône,Bouches-du-Rhône,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6173,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.3,False,True,557728,Egyptian Art,"Facsimile, Kha (TT 8), ceiling",Upper wall and ceiling motif,,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep II–Amenhotep III,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1922; original ca. 1427–1352 B.C.,-1427,-1352,Tempera on paper,Facsimile H. 50 cm (19 11/16 in.); w. 35.5 cm (14 in.); scale 1:1; Framed H. 52.7 cm (20 3/4 in.); w. 38.7 cm (15 1/4 in.),"Rogers Fund, 1930",From|Original,,|,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Kha (TT 8),,,,,,http://www.metmuseum.org/art/collection/search/557728,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.52,False,True,544566,Egyptian Art,"Facsimile, Senenmut (TT 353), astronomical ceiling",Astronomical Ceiling,,Original: New Kingdom,Dynasty 18,Joint reign of Hatshepsut and Thutmose III,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 1479–1458 B.C.,-1473,-1458,Tempera on paper,Facsimile: H. 73 × W. 56.5 cm (28 3/4 × 22 1/4 in.); scale approximately 1:5; Framed: H. 74.6 × W. 58.1 cm (29 3/8 × 22 7/8 in.),"Rogers Fund, 1948",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,TT 353 (Tomb of Senenmut),hall,,,,,http://www.metmuseum.org/art/collection/search/544566,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.43,False,True,6224,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1830–ca. 1846,1827,1849,"Earthenware, transfer-printed",Diam. 9 1/4 in. (23.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6224,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +35.101.3,False,True,557766,Egyptian Art,"Facsimile, Pairy (TT 139), funeral","Funeral Procession, Tomb of Pairy",,New Kingdom,Dynasty 18,reign of Amenhotep III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1390–1352 B.C.,-1390,-1390,Tempera on paper,"facsimile: h. 48.5 cm (19 1/8 in); w. 192 cm (75 9/16 in) +scale 1:1 +framed: h. 52/1 cm (20 1/2 in); w. 195.6 cm (77 in)","Rogers Fund, 1935",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Pairy (TT 139),,,,,,http://www.metmuseum.org/art/collection/search/557766,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.6,False,True,557815,Egyptian Art,"Facsimile, Panehsy (TT 16), procession, Amun",Procession from the Temple of Amun,,Twentieth Century; original New Kingdom,original Dynasty 19,reign of Ramesses II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1923–1924; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,Facsimile: H. 67.5 × W. 192 cm (26 9/16 × 75 9/16 in.); scale 1:1; Framed: H. 70.8 × W. 196.2 cm (27 7/8 × 77 1/4 in.),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Dra Abu el-Naga,Tomb of Panehsy (TT 16),,"MMA Graphic Section, 1923-1924",,,,http://www.metmuseum.org/art/collection/search/557815,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.5,False,False,557814,Egyptian Art,"Facsimile, Panehsy (TT 16), Amenhotep I",Statue of Deified Amenhotep I,,Twentieth Century; original New Kingdom,Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1922; original ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile H. 65.5 cm (25 13/16 in.); w. 41.5 cm (16 5/16 in.) +scale 1:1 +Framed H. 69.2 cm (27 1/4 in.); w. 45.4 cm (17 7/8 in.)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Dra Abu el-Naga,Tomb of Panehsy (TT 16),,,,,,http://www.metmuseum.org/art/collection/search/557814,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.290,False,True,6229,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1824–ca. 1846,1821,1849,"Earthenware, transfer-printed",Diam. 9 3/8 in. (23.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6229,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.144,False,False,557813,Egyptian Art,"Facsimile, Nefertari (QV 66)","Queen Nefertari Kneeling in Adoration, Tomb of Nefertari",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"H. 46 cm (18 1/8 in); w. 34 cm (13 3/8 in) +scale 1:2","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Valley of the Queens (Biban el-Malikat),Tomb of Nefertari (QV 66),,,,,,http://www.metmuseum.org/art/collection/search/557813,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.64,False,False,557695,Egyptian Art,"Facsimile, Qenamun (TT 93), dancer, music","Female Dancers in Funeral Procession, Tomb of Qenamun",,New Kingdom,Dynasty 18,reign of Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1427–1400 B.C.,-1427,-1400,Tempera on paper,facsimile: h. 43 cm (16 15/16 in); w. 65 cm (25 9/16 in); scale 1:1; framed: h. 46.4 cm (18 1/4 in); w. 69.5 cm (27 3/8 in),"Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Kenamun (TT 93),,,,,,http://www.metmuseum.org/art/collection/search/557695,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.143,False,False,557812,Egyptian Art,"Facsimile, Nefertari (QV 66)","Vignette from the Book of the Dead, Tomb of Nefertari",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,Facsimile: H. 41 × W. 68 cm (16 1/8 × 26 3/4 in.); scale about 4:7; Framed: H. 44.6 × W. 71 cm (17 9/16 × 27 15/16 in.),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Valley of the Queens (Biban el-Malikat),Tomb of Nefertari (QV 66),,,,,,http://www.metmuseum.org/art/collection/search/557812,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.81,False,False,557790,Egyptian Art,"Facsimile, Haremhab, KV 57","Facsimile Detail of the Book of Gates, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 46 cm (18 1/8 in); w. 60 cm (23 5/8 in) +Scale probably 1:1 +Framed H. 42.5 cm (16 3/4 in); w. 61.3 cm (24 1/8 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557790,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +53.37,False,True,470328,The Cloisters,Painting,The Intercession of Christ and the Virgin,Italian,,,,,Artist,Attributed to,Lorenzo Monaco (Piero di Giovanni),"Italian, Florence (?) ca. 1370–1425 Florence (?)",,Lorenzo Monaco (Piero di Giovanni),Italian,1370 ,1425 ,before 1402,1402,1402,Tempera on canvas,Overall: 94 1/4 x 60 1/4 x 1 in. (239.4 x 153 x 2.5 cm),"The Cloisters Collection, 1953",Made in,Florence,,Tuscany,Italy,,,,,,,Paintings-Canvas,,http://www.metmuseum.org/art/collection/search/470328,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.137,False,True,544561,Egyptian Art,"Facsimile, Hatshepsut, Thutmose I, Seniseneb",Thutmose I and His Mother Seniseneb,,New Kingdom,Dynasty 18,Joint reign of Hatshepsut and Thutmose III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1925; original ca. 1479–1458 B.C.,-1473,-1458,Tempera on paper,"Facsimile: H. 81.5 cm (32 1/16 in.); W. 71 cm (27 15/16 in.) +scale 1:1 +Framed: H. 83.3 cm (32 13/16 in.); W. 73.1 cm (28 3/4 in.)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,Temple of Hatshepsut,,,,,,http://www.metmuseum.org/art/collection/search/544561,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.61,False,True,6225,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1820–ca. 1846,1817,1849,"Earthenware, transfer-printed",Diam. 9 1/8 in. (23.2 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6225,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.11,False,True,6223,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1828–ca. 1846,1825,1849,"Earthenware, transfer-printed",Diam. 7 1/2 in. (19.1 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6223,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +50.180a-l,False,True,472381,The Cloisters,Fresco,The Virgin and Child in Majesty and the Adoration of the Magi,Catalan,,,,,Artist,Attributed to the,Master of Pedret,"Spanish, Catalonia, 12th century",,Master of Pedret,Spanish,1100 ,1199 ,ca. 1100,1100,1100,"Fresco, transferred to canvas","Overall (a-c): 127 x 233 1/4 in. (322.6 x 592.5 cm) +Overall (d): 36 1/2 x 17 3/4 in. (92.7 x 45.1 cm) +Overall (e): 33 1/4 x 18 1/2 in. (84.5 x 47 cm) +Overall (f): 43 x 17 in. (109.2 x 43.2 cm) +Overall (g): 57 1/4 x 18 3/4 in. (145.4 x 47.6 cm) +Overall (h): 46 3/4 x 20 1/4 in. (118.7 x 51.4 cm) +Overall (i): 53 x 20 1/4 in. (134.6 x 51.4 cm) +Overall (j): 42 x 20 in. (106.7 x 50.8 cm) +Overall (k): 44 x 17 1/4 in. (111.8 x 43.8 cm) +Overall (l): 45 1/4 x 14 in. (114.9 x 35.6 cm)","The Cloisters Collection, 1950",Made in,Lerida,,Catalonia,Spain,,,,,,,Paintings-Fresco,,http://www.metmuseum.org/art/collection/search/472381,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +98.1.65,False,False,6222,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 6 3/8 in. (16.2 cm),"Gift of Mrs. Isaac Gibson Jaffray, in memory of her husband, 1898",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6222,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.82,False,False,557791,Egyptian Art,"Facsimile, Haremhab, KV 57","Detail from the Book of Gates, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 45 cm (17 11/16 in); w. 42 cm (16 9/16 in) +Scale probably 1:1 +Framed H. 44.5 cm (17 1/2 in); w. 43.5 cm (17 1/8 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557791,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +16.83.3,False,True,7659,American Decorative Arts,Soup plate,Soup Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1815–ca. 1834,1812,1837,"Earthenware, transfer-printed",Diam. 10 3/4 in. (27.3 cm),"Bequest of May Leask, 1916",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7659,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.34,False,True,557808,Egyptian Art,"Facsimile, Userhat (TT 51), voyage to Abydos","Userhat and Wife Visit Abydos, Tomb of Userhat",,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,reign of Seti I,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1909–1910; original ca. 1294–1279 B.C.,-1294,-1279,Tempera on paper,"Facsimile H. 47 cm (18 1/2 in.); W. 168 cm (66 1/8 in.) +scale 1:1 +Framed H. 50 cm (19 11/16 in.); W. 170 cm (66 15/16 in.)","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Userhat (TT 51),,,,,,http://www.metmuseum.org/art/collection/search/557808,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.83,False,True,544618,Egyptian Art,"Facsimile, Rekhmire (TT 100), Asians","Syrians Bringing Vessels and Weapons, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,Facsimile: H. 47 × W. 36.6 cm (18 1/2 × 14 7/16 in.); Framed: H. 48.9 × W. 38.1 cm (19 1/4 × 15 in.); Scale. 1:1,"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544618,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.33,False,False,544537,Egyptian Art,"Facsimile, Khety (TT 311, MMA 508), friese d'objets",Facsimile of the paintings on the south wall of the burial crypt in the tomb of Khety,,First Intermediate Period–Middle Kingdom,Dynasty 11,reign of Mentuhotep II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 2051–2000 B.C.,-2051,-2000,Tempera on paper,"facsimile: h. 53.5 cm (21 1/16 in); w. 92.2 cm (36 5/16 in) +Scale 1:4 +framed: h. 59.7 cm (23 1/2 in); w. 96.5 cm (38 in)","Rogers Fund, 1948",From,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,"Tomb of Khety (TT 311, MMA 508)",Burial chamber,,,,,http://www.metmuseum.org/art/collection/search/544537,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.83,False,False,557792,Egyptian Art,"Facsimile, Haremhab, KV 57","Facsimile of an Unfinished Section of the Book of Gates, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 35.5 cm (14 in); w. 62.5 cm (24 5/8 in) +Scale probably 1:1 +Framed H. 34 cm (13 3/8 in); w. 64.1 cm (25 1/4 in)","Rogers Fund, 1923",Original from,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557792,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1975.25,False,True,471993,The Cloisters,Statue,Standing Bishop,German,,,,,Artist,Workshop of,Tilman Riemenschneider,"German, 1460–1531",,Riemenschneider Tilman,German,1460 ,1531 ,ca. 1505,1505,1505,Limewood with paint and gilding,Overall: 46 1/16 x 13 3/8 x 9 1/2 in. (117 x 34 x 24.1 cm),"The Cloisters Collection, 1975",Made in,Würzburg,,Lower Franconia,Germany,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/471993,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.279,False,True,6217,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1834–ca. 1864,1831,1867,"Earthenware, transfer-printed",Diam. 10 3/8 in. (26.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6217,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.192,False,True,6216,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1830–ca. 1840,1827,1843,"Earthenware, transfer-printed",Diam. 7 7/8 in. (20 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6216,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.84,False,True,557793,Egyptian Art,"Facsimile, Haremhab, KV 57","The King with Anubis, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 63 cm (24 13/16 in); w. 35.5 cm (14 in) +Scale unknown +Framed H. 65.4 cm (25 3/4 in); w. 38.7 cm (15 1/4 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557793,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.485.1,False,False,8548,American Decorative Arts,Tile,Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Luxfer Prism Company,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Luxfer Prism Company ",American,1867 ,1959 |9999 ,ca. 1895,1892,1895,Lacy pressed glass,4 x 4 in. (10.2 x 10.2 cm),"Gift of Thomas A. Heinz, 1979",Made in,Chicago,,,United States,,,,,,,Glass,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8548,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.485.2,False,False,8549,American Decorative Arts,Tile,Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Luxfer Prism Company,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Luxfer Prism Company ",American,1867 ,1959 |9999 ,ca. 1895,1892,1895,Lacy pressed glass,4 x 4 in. (10.2 x 10.2 cm),"Gift of Thomas A. Heinz, 1979",Made in,Chicago,,,United States,,,,,,,Glass,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8549,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +15.5.1,False,True,557768,Egyptian Art,"Facsimile, Anen, TT 226, Amenhotep III, Mutemwia","Amenhotep III and his Mother, Mutemwia, in a Kiosk",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Amenhotep III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,A.D. 1914; original ca. 1390–1353 B.C.,-1390,-1353,Tempera on paper,"Facsimile H. 232.9 cm (91 11/16 in.); W. 162.6 cm (64 in.) +Scale 1:1 +Framed: H. 2.35 m (92 1/2 in.); W. 1.64 m (64 3/4 in.); Th. 3.8 cm (1 1/2 in.)","Rogers Fund, 1915",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb TT 226,,,,,,http://www.metmuseum.org/art/collection/search/557768,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.485.3,False,False,8550,American Decorative Arts,Tile,Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Luxfer Prism Company,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Luxfer Prism Company ",American,1867 ,1959 |9999 ,ca. 1895,1892,1895,Lacy pressed glass,4 x 4 in. (10.2 x 10.2 cm),"Gift of Thomas A. Heinz, 1979",Made in,Chicago,,,United States,,,,,,,Glass,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8550,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.138,False,True,6527,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,John & William Ridgway,"British, Shelton, active ca. 1814–30",,"Ridgway, John & William",British,1809 ,1830 ,ca. 1814–ca. 1830,1811,1833,"Earthenware, transfer-printed",14 1/8 x 18 1/2 in. (35.9 x 47 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6527,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.68,False,True,6526,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,John & William Ridgway,"British, Shelton, active ca. 1814–30",,"Ridgway, John & William",British,1809 ,1830 ,ca. 1830,1827,1830,"Earthenware, transfer-printed",15 3/8 x 20 3/8 in. (39.1 x 51.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6526,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.87,False,True,544629,Egyptian Art,"Facsimile, Rekhmire (TT 100), provisions, Nubia","Provisions from Nubia Stored in the Temple, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 17.5 cm (6 7/8 in); w. 38 cm (14 15/16 in) +scale 1:1 +framed: h.","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544629,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.135,False,True,557782,Egyptian Art,"Facsimile, Amarna, princesses",Two Princesses,,"New Kingdom, Amarna Period",Dynasty 18,reign of Akhenaten,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1353–1336 B.C.,-1353,-1336,Tempera on Paper,"H. 11 13/16 in. (30 cm); W. 14 15/16 in. (38 cm) +scale 1:1","Rogers Fund, 1930",Original from,,,,Egypt,Middle Egypt,Amarna (Akhetaten),King's House,,,,,,http://www.metmuseum.org/art/collection/search/557782,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +25.120.217,False,True,470265,The Cloisters,Statue,Kneeling Virgin,Italian,,,,,Artist,Attributed to,Paolo Aquilano ,"Italian, Abruzzo, active ca. 1475–1503",(Sculptor of the Berlin Enthroned Virgin?),"Aquilano, Paolo ",Italian,1475 ,1503 ,ca. 1475–1500,1471,1503,Willow with paint and gilding,"Overall: 46 1/8 x 31 1/2 x 19 3/4 in., 63lb. (117.2 x 80 x 50.2 cm, 28576.6g)","The Cloisters Collection, 1925",Made in,,,Abruzzo,Italy,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/470265,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.36,False,False,6534,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1834–ca. 1864,1831,1867,"Earthenware, transfer-printed",W. 14 in. (35.6 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6534,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.141.4,False,False,8803,American Decorative Arts,Tray,Tray,American,,,,,Maker,,James Dixon & Sons,"British, founded Sheffield, 1806",,"Dixon, James & Sons",British,1806 ,2063 ,1835–50,1835,1850,Fused silver plate,2 3/4 x 36 15/16 x 23 1/8 in. (7 x 93.8 x 58.7 cm); 293 oz. 1 dwt. (9114.4 g),"Gift of Mrs. F. R. Lefferts, 1969",Made in,Sheffield,South Yorkshire,South Yorkshire,England,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8803,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.152,False,True,544606,Egyptian Art,"Facsimile, Rekhmire (TT 100), Puntites","Men from Punt Carrying Gifts, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1420 B.C.,-1479,-1420,Tempera on paper,"Facsimile: H. 46 cm (18 1/8 in.); W. 61.5 cm (24 3/16 in.) +scale 1:1 +Frame: H. 49 cm (19 5/16 in.); W. 65.5 cm (25 13/16 in.)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544606,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.2,False,True,544632,Egyptian Art,"Facsimile, Rekhmire (TT 100), rope making","Man Making Leather Rope, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1400 B.C.,-1479,-1479,Tempera on paper,"facsimile: h. 28 cm (11 in); w. 50 cm (19 11/16 in) +Scale 1:1 +framed: h. 31.8 cm (12 1/2 in); w. 53.3 cm (21 in)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544632,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.84,False,True,544609,Egyptian Art,"Facsimile, Rekhmire (TT 100), foreigners, Keftiu","Cretans Bringing Gifts, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on paper,H. 47.3 × W. 48.4 cm (18 5/8 × 19 1/16 in.); scale 1:1; framed: H. 48.5 × W. 49.9 cm (19 1/8 × 19 5/8 in.),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544609,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.88,False,True,544626,Egyptian Art,"Facsimile, Rekhmire (TT 100), beekeeping","Gathering Honey, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 33 cm (13 in); w. 43.5 cm (17 1/8 in) +scale 1:1 +framed: h. 36.2 cm (14 1/4 in); w. 46.7 cm (18 3/8 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544626,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.4,False,True,6516,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1834,1831,1834,"Earthenware, transfer-printed",12 7/8 x 15 5/8 in. (32.7 x 39.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6516,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"33.108a, b",False,True,9171,American Decorative Arts,Urn,Urn,American,,,,,Designer|Manufacturer,Possibly designed by|Possibly by,John Frederick Amelung|New Bremen Glass Manufactory,active 1784–ca. 1791|1784–1795,,"Amelung, John Frederick|New Bremen Glass Manufactory ",,1784 |1784 ,1791 |1795 ,1788–95,1788,1795,Blown glass,H. 15 1/4 in. (38.7 cm),"Rogers Fund, 1933",Made in,New Bremen,Frederick County,Frederick County,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9171,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +16.83.9,False,True,6232,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1826–ca. 1846,1823,1849,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of May Leask, 1916",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6232,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.117,False,False,557828,Egyptian Art,"Facsimile, Ipuy (TT 217), market, herdsmen, goats","Herdsmen and Part of a Market Scene, Tomb of Ipuy",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"facsimile: h.. 34 cm ( 13 3/8 in); w. 72.5 cm (28 9/16 in) +scale 1:1 +framed: 37.5 cm (14 3/4 in); w. 75.9 cm (29 7/8 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),,,,,,http://www.metmuseum.org/art/collection/search/557828,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.2,False,True,6515,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1815–ca. 1834,1812,1837,"Earthenware, transfer-printed",16 x 12 5/16 in. (40.6 x 31.3 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6515,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +61.113,False,True,471901,The Cloisters,Relief,Crucifixion Group,German,,,,,Artist,Attributed to an associate of,Hans Wydytz I,"German, Strasbourg ca. 1475–ca. 1516 Strasbourg",,"Wydytz, Hans I",German,1470 ,1521 ,1490–1510,1490,1510,Limewood,"Overall (with framing elements): 37 × 27 1/4 × 9 in. (94 × 69.2 × 22.9 cm) +Overall (without framing elements): 34 3/4 × 26 × 5 7/8 in. (88.3 × 66 × 14.9 cm)","The Cloisters Collection, 1961",Made in,Freiburg im Breisgau(?),,Upper Rhineland,Germany,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/471901,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.80,False,False,557789,Egyptian Art,"Facsimile, Haremhab, KV 57","Facsimile Detail from the Book of Gates, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 36 cm (14 3/16 in); w. 41.5 cm (16 5/16 in) +Scale probably 1:1 +Framed H. 35.6 cm (14 in); w. 44.1 cm (17 3/8 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557789,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.20,False,True,557829,Egyptian Art,"Facsimile, Nakhtamun (TT 341), funeral","Nakhtamun's Funeral Procession, Tomb of Nakhtamun",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1279–1213 B.C.,-1279,-1279,Tempera on paper,"facsimile: h. 58.5 cm (23 1/16 in); w. 159 cm (62 5/8 in); scale 1:1; framed: h. 61.6 cm (24 1/4 in); w. 161.9 cm (63 3/4 in), th. 3.2 cm (1 1/4 in)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Nakhtamun (TT 341),,,,,,http://www.metmuseum.org/art/collection/search/557829,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +16.83.5,False,True,6231,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of May Leask, 1916",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6231,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.8.21,False,True,557830,Egyptian Art,"Facsimile, Nakhtamun (TT 341), Anubis","Anubis Weighing the Heart, Tomb of Nakhtamun",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"Facsimile: H. 65.5 cm (25 13/16 in.); W. 68 cm (26 3/4 in.) +1:1 +Framed: H. 69 cm (27 3/16 in.); W. 71.1 cm (28 in.)","Rogers Fund, 1933",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Nakhtamun (TT 341),,,,,,http://www.metmuseum.org/art/collection/search/557830,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.315,False,True,6230,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1828–ca. 1846,1825,1849,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6230,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.485.4,False,False,8551,American Decorative Arts,Tile,Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Luxfer Prism Company,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Luxfer Prism Company ",American,1867 ,1959 |9999 ,ca. 1895,1892,1895,Lacy pressed glass,4 x 4 in. (10.2 x 10.2 cm),"Gift of Thomas A. Heinz, 1979",Made in,Chicago,,,United States,,,,,,,Glass,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8551,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.86,False,True,471883,The Cloisters,Psalter and Hours; Manuscript,"The Prayer Book of Bonne of Luxembourg, Duchess of Normandy",French,,,,,Artist,Attributed to,Jean Le Noir,"French, active 1331–75",", and Workshop",Le Noir Jean,French,1331 ,1375 ,before 1349,1300,1349,"Tempera, grisaille, ink, and gold on vellum","Overall (closed): 5 3/16 x 3 13/16 x 1 5/8 in. (13.2 x 9.7 x 4.2 cm) +Overall (approx. size opened): 5 3/16 x 7 11/16 x 2 13/16 in. (13.2 x 19.5 x 7.1 cm) +individual folios: 4 15/16 x 3 9/16 in. (12.6 x 9 cm) +Storage (Book Box): 6 5/16 x 5 3/16 x 2 3/8 in. (16 x 13.2 x 6.1 cm)","The Cloisters Collection, 1969",Made in,Paris,,,France,,,,,,,Manuscripts and Illuminations,,http://www.metmuseum.org/art/collection/search/471883,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.86,False,True,544628,Egyptian Art,"Facsimile, Rekhmire (TT 100), provisions magazine","Provisions Stored in the Temple, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 37.5 cm (14 3/4 in); w. 52.5 cm (20 11/16 in) +scale 1:1 +framed: h. 55.9 cm (22 in); w. 41.3 cm (16 1/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544628,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.1,False,True,7556,American Decorative Arts,Slop bowl,Slop Bowl,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 3 5/8 in. (9.2 cm); Diam. 5 3/8 in. (13.7 cm),"Gift of Mr. and Mrs. I. Wistar Morris, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7556,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +76.2,False,True,6499,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1825–ca. 1834,1822,1837,"Earthenware, transfer-printed",16 x 19 1/2 in. (40.6 x 49.5 cm),"Gift of Mrs. Lawrence C. Hogeboom, 1876",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6499,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.81,False,True,544614,Egyptian Art,"Facsimile, Rekhmire (TT 100), Nubians, baboon, leopard",Facsimile painting from the tomb of Rekhmire,,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"Facsimile: H. 45.5 cm (17 15/16 in.); W. 72 cm (28 3/8 in.) +scale 1:1 +Frame: H. 48.7 cm (19 3/16 in.); W. 75.3 cm (29 5/8 in.)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544614,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.82,False,True,544612,Egyptian Art,"Facsimile, Rekhmire (TT 100), hounds","Hounds from Nubia, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 15.5 cm (6 1/8 in); w. 50.5 cm (19 7/8 in) +scale 1:1","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544612,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.98,False,False,8086,American Decorative Arts,Table,Table,American,,,,,Designer|Manufacturer|Maker,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1890–1905,1890,1905,"Oak, bronze",30 1/4 x 14 1/2 x 14 1/2 in. (76.8 x 36.8 x 36.8 cm),"Rogers Fund, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/8086,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.24,False,False,557637,Egyptian Art,"Facsimile, Thebes",Seated Woman,,Second Intermediate Period–Early New Kingdom,Dynasty 17–18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1567–1482 B.C.,-1567,-1567,Tempera on paper,"facsimile: h. 13 cm (5 1/8 in); w. 13.1 cm (5 3/16 in) +scale unknown (probably 1:1) +framed: h.","Rogers Fund, 1948",From,,,,Egypt,"Upper Egypt, Thebes",Asasif,"Courtyard, CC 41",Chapel for P2,,,,,http://www.metmuseum.org/art/collection/search/557637,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.4,False,True,7559,American Decorative Arts,Cup,Cup,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 2 13/16 in. (7.1 cm); Diam. 4 3/8 in. (11.1 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7559,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.4.2,False,False,557671,Egyptian Art,"Facsimile, Rekhmire (TT 100)",Facsimile painting from the tomb of Rekhmire,,New Kingdom,Dynasty 18,reign of Thutmose II–Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 58.5 cm (23 1/16 in); w. 126 cm (49 5/8 in) +Scale 1:1 +framed: h. 24 9/16 in; w. 51 9/16 in","Rogers Fund, 1934",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/557671,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.42,False,True,544610,Egyptian Art,"Facsimile, Rekhmire (TT 100), foreigners, Keftiu","Cretans Bringing Gifts, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,"Paper, tempera paint, ink",Facsimile: H. 47 × W. 39 cm (18 1/2 × 15 3/8 in.); Framed: H. 48.6 × W. 41 cm (19 1/8 × 16 1/8 in.); Scale 1:1,"Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544610,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.187,False,False,9313,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer|Manufacturer,Designed by|Manufactured by,William J. Dodd|Gates Potteries (Teco Pottery)|American Terra Cotta and Ceramic Company,1862–1930|ca.1890–ca.1927|1886–1927,,"Dodd, William J.|Gates Potteries |American Terra Cotta and Ceramic Company ",American|American,1862 |1887 |1886 ,1930 |1927 |1927 ,ca. 1901–22,1898,1922,Earthenware,H. 11 5/8 in. (29.5 cm); Diam. 4 1/2 in. (11.4 cm),"Purchase, Mr. and Mrs. David Lubart Gift, in memory of Katherine J. Lubart, 1944–1975, 1982",Made in,,McHenry,McHenry,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9313,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.159,True,True,469913,The Cloisters,Statue,Saint Anthony Abbot,German,,,,,Artist,Attributed to,Nikolaus von Hagenau,"German, ca. 1445–died before 1538",,"von Hagenau, Nikolaus",German,1445 ,1538 ,ca. 1500,1500,1500,Walnut,"44 1/4 × 17 1/4 × 10 3/4 in., 66 lb. (112.4 × 43.8 × 27.3 cm, 29.9 kg)","The Cloisters Collection, 1988",Made in,Strasbourg,,Alsace,present-day France,,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/469913,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.10,False,False,557625,Egyptian Art,"Facsimile, Senwosretankh's false door",Facsimile of Senwosretankh's false door,,Middle Kingdom,Dynasty 12,,,Artist,Mrs.,Ambrose Lansing,,,"Lansing, Ambrose",,1891 ,1959 ,ca. 1971–1928 B.C.,-1971,-1971,"Paper, tempera paint, ink","facsimile: h. 67 cm (26 3/8 in); w. 58 cm (22 13/16 in) +scale 1:2 +framed: h. 71.1 cm (28 in); w. 62.2 cm (24 1/2 in)","Gift of Mrs. Ambrose Lansing, 1934",From,,,,Egypt,Memphite Region,Lisht South,Tomb of Senwosretankh,Burial chamber,,,,,http://www.metmuseum.org/art/collection/search/557625,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.32,False,False,544535,Egyptian Art,"Facsimile, Aashyt, sarcophagus",Facsimile of the painting on the inner front side of the sarcophagus of Aashyt,,Modern; original First Intermediate Period–Middle Kingdom,Dynasty 11,reign of Mentuhotep II (ca. 2051–2030 B.C.),,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1926,1926,1926,Tempera on paper,Facsimile: H. 36.3 × W. 109.5 cm (14 5/16 × 43 1/8 in.); Framed: H. 38.1 × W. 111.5 cm (15 × 43 7/8 in.); Scale. 1:2,"Rogers Fund, 1948",Original from,,,,Africa,"Upper Egypt, Thebes",Deir el-Bahri,"Temple of Mentuhotep II, Tomb of Aashyt (DB XI.17)",,MMA Graphic Expedition 1926,,,,http://www.metmuseum.org/art/collection/search/544535,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.78,False,True,557623,Egyptian Art,"Facsimile, Rekhmire (TT 100), banquet","Women at a Banquet, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 47.5 cm (18 11/16 in); w. 66.5 cm (26 3/16 in) +scale 1:1 +framed: h. 50.8 cm (20 in); w. 69.9 cm (27 1/2 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/557623,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +63.13.2,False,True,471916,The Cloisters,Statue,Saint Margaret,Austrian,,,,,Artist,Workshop of,Michael Pacher,"Austrian or German, active by 1462/3–died 1498",,"Pacher, Michael",Austrian or German,1430 ,1498 ,ca. 1470–80,1467,1483,"Pine with metal appliqués, traces of gesso and paint","4' 2 3/4"" H x 2' 7"" W","The Cloisters Collection, 1963",Made in,Bruneck,,South Tyrol,"Austria (now Italy, Trentino-Alto Adige)",,,,,,,Sculpture-Wood,,http://www.metmuseum.org/art/collection/search/471916,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +64.96,False,True,471922,The Cloisters,Font,Holy-water Font,Italian,,,,,Artist,Follower of,Guglielmus,"Italian, active 1158–65",,Guglielmus,Italian,1158 ,1165 ,ca. 1160–65,1157,1168,Marble (Carrara marble),Overall: 9 1/2 x 4 1/2 x 15 in. (24.1 x 11.4 x 38.1 cm),"The Cloisters Collection, 1964",Made in,probably Pisa,,Tuscany,Central Italy,,,,,,,Sculpture-Architectural,,http://www.metmuseum.org/art/collection/search/471922,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.419.5,False,True,7560,American Decorative Arts,Saucer,Saucer,American,,,,,Maker,Attributed to,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,1848–56,1848,1856,Porcelain,H. 1 1/16 in. (2.7 cm); Diam. 6 1/8 in. (15.6 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1988",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7560,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.3,False,True,557733,Egyptian Art,"Facsimile, Tjeneny (TT 74), Nubian soldiers",Military Musicians Showing Nubian and Egyptian Styles,,New Kingdom,Dynasty 18,reign of Thutmose IV,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1400–1390 B.C.,-1400,-1400,Tempera on paper,Facsimile: H. 44.5 × W. 93 cm (17 1/2 × 36 5/8 in.); Framed: H. 45.6 × W. 94.6 cm (17 15/16 × 37 1/4 in.); Scale 1:1,"Rogers Fund, 1931",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Tjeneny (TT 74),,,,,,http://www.metmuseum.org/art/collection/search/557733,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.41,False,True,544616,Egyptian Art,"Facsimile, Rekhmire (TT 100), Syrians, horses","Syrians Bringing Horses, Tomb of Rekhmire",,New Kingdom,Dynasty 18,Reign of Thutmose I–Thutmose III,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,"H. 45 cm (17 11/16 in.); W. 52 cm (20 1/2 in.) +Framed: H. 48.4 cm (19 1/16 in.); W. 55.9 cm (22 in.)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544616,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.32,False,True,557802,Egyptian Art,"Facsimile, Userhat (TT 51), Osiris, goddess of West","Userhat Kneeling Before Osiris and the Goddess of the West, Tomb of Userhat",,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,reign of Seti I,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,A.D. 1909–1910; original ca. 1294–1279 B.C.,-1294,-1279,Tempera on paper,"Facsimile H. 67 cm (26 3/8 in.); W. 91 cm (35 13/16 in.) +scale 1:1 +Framed H. 71 cm (28 1/2 in.); W. 96 cm (37 3/4 in.)","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Userhat (TT 51),,,,,,http://www.metmuseum.org/art/collection/search/557802,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.85,False,True,557794,Egyptian Art,"Facsimile, Haremhab, KV 57","The King with Isis, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 62.5 cm (25 5/8 in); w. 33 cm (13 in) +Scale unknown +Framed H. 64.8 cm (25 1/2 in); w. 35.9 cm (14 1/8 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557794,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.63,False,False,557694,Egyptian Art,"Facsimile, Qenamun (TT 93), music, dancer, sistrum, menat","Female Celebrants in Funeral Procession, Tomb of Qenamun",,New Kingdom,Dynasty 18,reign of Amenhotep II,,Artist|Artist,,Nina de Garis Davies|Norman de Garis Davies,1881–1965|1865–1941,or,"Davies, Nina de Garis|Davies, Norman de Garis",,1881 |1865 ,1965 |1941 ,ca. 1427–1400 B.C.,-1427,-1427,Tempera on paper,"facsimile: h. 42.5 cm (16 3/4 in); w. 71 cm (27 15/16 in) +scale 1:2 +framed: h. 46 cm (18 1/8 in); w. 74.9 cm (29 1/2 in)","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",,,,,,|,,http://www.metmuseum.org/art/collection/search/557694,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.2.86,False,False,557795,Egyptian Art,"Facsimile, Haremhab, KV 57","The King and Horus, Tomb of Haremhab",,Twentieth Century; original New Kingdom,Dynasty 18,reign of Haremhab,,Artist,,Lancelot Crane,1880–1918,,"Crane, Lancelot",,1880 ,1918 ,A.D. 1910–1911; original ca. 1323–1295 B.C.,-1323,-1323,Tempera on paper,"Facsimile H. 63.5 cm (25 in); w. 35 cm (13 3/4 in) +Scale unknown +Framed H. 65.1 cm (25 5/8 in); w. 37.8 cm (14 7/8 in)","Rogers Fund, 1923",From,,,,Egypt,"Upper Egypt, Thebes",Valley of the Kings,Tomb of Haremhab (KV 57),,,,,,http://www.metmuseum.org/art/collection/search/557795,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2000.511,False,True,7053,American Decorative Arts,Salt,Salt,American,,,,,Maker|Maker,Attributed to|Attributed to,John Frederick Amelung|New Bremen Glass Manufactory,active 1784–ca. 1791|1784–1795,,"Amelung, John Frederick|New Bremen Glass Manufactory ",,1784 |1784 ,1791 |1795 ,1784–95,1784,1784,Blown pattern-molded glass,H. 2 1/2 in. (6.4 cm); Diam. 2 1/4 in. (5.7 cm),"Gift of Cylia G. and William G. Siedenburg, 2000",Made in,New Bremen,Frederick County,Frederick County,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/7053,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.85,False,True,544611,Egyptian Art,"Facsimile, Rekhmire (TT 100), offerings, Keftiu","Gifts from the Keftiu, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1479–1425 B.C.,-1479,-1425,Tempera on Paper,"facsimile: h. 45 cm (17 11/16 in); w. 65 cm (25 9/16 in) +scale 1:1 +framed: h.","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544611,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"62.233.10a, b",False,False,4076,American Decorative Arts,Glue pot,Glue Pot,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,Bronze,H. 2 7/8 in. (7.3 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4076,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.55,False,True,14842,American Decorative Arts,Armchair,Armchair,American,,,,,Maker,Possibly,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1805–15,1805,1815,Mahogany,33 1/8 x 20 3/8 x 16 3/4 in. (84.1 x 51.8 x 42.5 cm),"Purchase, Bequest of Emma A. Sheafer, by exchange, 2014",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/14842,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"62.233.18a, b",False,False,7879,American Decorative Arts,Stamp box,Stamp Box,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",4 x 2 3/16 in. (10.2 x 5.6 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/7879,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1998.169,False,False,16000,American Decorative Arts,Printed velvet,Printed velvet,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1885–1905,1882,1908,"Silk and cotton, printed",21 3/4 x 27 in. (55.2 x 68.6 cm),"Gift of Paul and Chloe Nassau, 1998",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/16000,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.484.3,False,True,15992,American Decorative Arts,Medal,John Trumbull,American,,,,,Manufacturer|Designer|Artist,Dies cut by|Designed by|Modeled by,Charles Cushing Wright|Peter Paul Duggan|Robert Ball Hughes,"1796–1854|American (born Ireland), 1810–1861 Paris|1806–1868",,"Wright, Charles Cushing|Duggan, Peter Paul|Hughes, Robert Ball","American, born Ireland",1796 |1810 |1806 ,1854 |1861 |1868 ,1849,1849,1849,Bronze,Diam. 2 1/2 in. (6.4 cm),"Gift of Janis Conner and Joel Rosenkranz, 1997",Made in,New York,,,United States,,,,,,,Sculpture,,http://www.metmuseum.org/art/collection/search/15992,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.48,False,False,14831,American Decorative Arts,Sample,Sample,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1955,1955,1955,Woven rayon,23 x 26 in. (58.4 x 66 cm),"Purchase, Friends of the American Wing, 1994",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14831,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.484.1,False,True,15990,American Decorative Arts,Medal,Washington Allston,American,,,,,Manufacturer|Designer,Dies cut by|Designed by,Charles Cushing Wright|Peter Paul Duggan,"1796–1854|American (born Ireland), 1810–1861 Paris",,"Wright, Charles Cushing|Duggan, Peter Paul","American, born Ireland",1796 |1810 ,1854 |1861 ,1847,1847,1847,Bronze,Diam. 2 1/2 in. (6.4 cm),"Gift of Janis Conner and Joel Rosenkranz, 1997",Made in,New York,,,United States,,,,,,,Sculpture,,http://www.metmuseum.org/art/collection/search/15990,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1995.111,False,True,14985,American Decorative Arts,Side Chair,Side Chair,American,,,,,Designer|Maker,Designed by|Possibly by,Alexander Jackson Davis|Burns and Brother,"American, New York 1803–1892 West Orange, New Jersey",,"Davis, Alexander Jackson|Burns and Brother",American,1803 ,1892 ,ca. 1857,1854,1857,Black walnut; replacement underupholstery and showcover,39 5/8 x 18 1/2 x 18 in. (100.6 x 47 x 45.7 cm),"Gift of Jane B. Davies, in memory of Lyn Davies, 1995",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/14985,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1994.480.4a, b",False,False,15395,American Decorative Arts,Sauceboat,Sauceboat,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,6 1/8 x 3 1/8 x 7 3/4 in. (15.6 x 7.9 x 19.7 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15395,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +60.4.14,False,True,3794,American Decorative Arts,Footstool,Footstool,American,,,,,Maker,Attributed to,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, gilt brass",7 x 13 3/4 x 8 7/8 in. (17.8 x 34.9 x 22.5 cm),"Gift of C. Ruxton Love Jr., 1960",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3794,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.414.1–.31,False,False,14959,American Decorative Arts,Sample,Woven sample,American,,,,,Designer,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,ca. 1955,1952,1955,Woven rayon,Dimensions unrecorded,"Gift of Nancy Haller, 1983",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14959,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1994.480.3a, b",False,False,15394,American Decorative Arts,Sauceboat,Sauceboat,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,6 1/8 x 3 1/8 x 7 3/4 in. (15.6 x 7.9 x 19.7 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15394,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1976.386.1, .2",False,True,14945,American Decorative Arts,Piece,Woven piece,British,,,,,Designer|Maker,Designed by,William Morris|Morris & Company,"British, Walthamstow, London 1834–1896 Hammersmith, London",,"Morris, William|Morris & Company",British,1834 ,1896 ,ca. 1878,1875,1878,"Wool, woven","1976.386.1: 77 3/4 × 69 3/4 in. (197.5 × 177.2 cm) +1976.386.2: 88 3/4 × 70 1/2 in. (225.4 × 179.1 cm)","Rogers Fund, Sylmaris Collection, Gift of George Coe Graves, Sansbury Mills Fund, In memory of Mrs. T. Clearwater, 1976",Made in,London,,,England,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14945,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.484.2,False,True,15991,American Decorative Arts,Medal,Gilbert Stuart,American,,,,,Designer|Manufacturer|Artist,Reverse designed by|Dies cut by|Obverse designed and modeled by,Peter Paul Duggan|Charles Cushing Wright|Salathiel Ellis,"American (born Ireland), 1810–1861 Paris|1796–1854|1803–1879",,"Duggan, Peter Paul|Wright, Charles Cushing|Ellis, Salathiel","American, born Ireland",1810 |1796 |1803 ,1861 |1854 |1879 ,1848,1848,1848,Bronze,Diam. 2 1/2 in. (6.4 cm),"Gift of Janis Conner and Joel Rosenkranz, 1997",Made in,New York,,,United States,,,,,,,Sculpture,,http://www.metmuseum.org/art/collection/search/15991,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.2,False,False,15393,American Decorative Arts,Platter,Platter,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,2 9/16 x 20 5/8 x 13 7/8 in. (6.5 x 52.4 x 35.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15393,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1994.480.1a, b",False,True,15392,American Decorative Arts,Tureen,Covered tureen,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,ca. 1800–1815,1797,1815,Porcelain,10 1/4 x 15 9/16 x 7 3/4 in. (26 x 39.5 x 19.7 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15392,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1995.204,False,False,15302,American Decorative Arts,Window,Dogwood,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1902–1915,1902,1915,Leaded Favrile glass,100 x 56 in. (254 x 142.2 cm),"Gift of Frank Stanton, in memory of Ruth Stephenson Stanton, 1995",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/15302,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +60.4.15,False,False,3795,American Decorative Arts,Footstool,Footstool,American,,,,,Maker,Attributed to,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, gilt brass",7 x 13 3/4 x 8 7/8 in. (17.8 x 34.9 x 22.5 cm),"Gift of C. Ruxton Love Jr., 1960",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3795,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"SL.7.2015.58.2.1, .2",False,False,642592,"Arts of Africa, Oceania, and the Americas",Drawings,Warrior Society Dance,Arapaho,,,,,Artist,Attributed to,Artist A (Henderson Ledger),"Native American, Arapaho, active ca. 1870–90",", also identified as Horseback",Artist A (Henderson Ledger),Native American,1860 ,1900 ,ca. 1880,1875,1885,"Paper, graphite, colored pencil","Length: 7 3/4 in. (19.7 cm) +Width: 12 3/8 in. (31.4 cm)",Private Collection,,,,Oklahoma,United States,,,,,,,Paper-Drawings,,http://www.metmuseum.org/art/collection/search/642592,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.17,False,False,4014,American Decorative Arts,Glass shade,Glass Shade,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Glass,H. 5 in. (12.7 cm); Diam. 2 1/8 in. (5.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4014,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.26,True,True,503517,Musical Instruments,Violin,"ex ""Kurtz"" Violin",Italian (Cremona),,,,,Maker,,Andrea Amati,"Italian, Cremona ca. 1505–1578 Cremona",,Amati Andrea,Italian,1505 ,1578 ,ca. 1560,1558,1565,"Spruce, maple, ebony, paint, gilding","Height: 22 5/8 in. (57.4 cm) +Width: 7 15/16 in. (20.2 cm)","Purchase, Robert Alonzo Lehman Bequest, 1999",|,Cremona,|,,Italy,,,,,,,Chordophone-Lute-plucked,,http://www.metmuseum.org/art/collection/search/503517,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +37.101,False,True,4091,American Decorative Arts,Goblet,Goblet,American,,,,,Maker|Maker,,New Bremen Glass Manufactory|John Frederick Amelung,1784–1795|active 1784–ca. 1791,,"New Bremen Glass Manufactory |Amelung, John Frederick",,1784 |1784 ,1795 |1791 ,1791,1791,1791,"Blown and engraved glass, wood",H. 10 in. (25.4 cm),"Rogers Fund, 1937",Made in,New Bremen,Frederick County,Frederick County,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4091,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.18,False,False,4015,American Decorative Arts,Glass shade,Glass Shade,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Glass,H. 5 in. (12.7 cm); Diam. 2 1/8 in. (5.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4015,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.19,False,False,4016,American Decorative Arts,Glass shade,Glass Shade,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Glass,H. 5 in. (12.7 cm); Diam. 2 1/8 in. (5.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4016,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.248.4,False,False,7870,American Decorative Arts,Square planter,Square Planter,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|Minic Accessories,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Minic, Accessories ",American,1867 ,1959 |9999 ,ca. 1955,1952,1955,"Mahogany, ebonized wood",15 3/8 x 14 7/8 x 14 7/8 in. (39.1 x 37.8 x 37.8 cm),"Gift of Minic Custom Woodwork, Inc. New York, 1983",Made in,,,,United States,,,,,,,Natural Substances,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7870,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.16,False,True,15407,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15407,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.173,False,True,7887,American Decorative Arts,Standing cup,Standing Cup,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,William B. Durgin Company|Karl Theodore Bitter,"1853–1905|American (born Austria), Vienna 1867–1915 New York",,"Durgin Company William B.|Bitter, Karl Theodore","American, born Austria",1853 |1867 ,1905 |1915 ,ca. 1900,1897,1900,Gold,"Overall: H. 14 3/8 in. (36.5 cm); Diam. 5 1/16 in. (12.9 cm); 2559.6 Grams (82.294 Troy Ounces) +Lip: Diam. 4 9/16 in. (11.6 cm)","Gift of Marcus I. Goldman, 1948",Made in,Concord,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/7887,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.17,False,False,7894,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7894,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.7,False,True,7915,American Decorative Arts,Curule stool,Curule Stool,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837–38,1837,1838,"Mahogany, ash, pine",15 1/4 x 20 3/4 x 15 1/4 in. (38.7 x 52.7 x 38.7 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7915,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.15,False,True,15406,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15406,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.14,False,True,15405,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15405,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.13,False,True,15404,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15404,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.98,False,True,3940,American Decorative Arts,Bust,George Washington,British (American market),,,,,Maker,,Ralph Wood the Younger,"British, Burslem 1748–1795 Burslem",,"Wood, Ralph, the Younger",,1748 ,1795 ,1748–95,1748,1795,Earthenware,H. 10 in. (25.4 cm),"Gift of William H. Huntington, 1883",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3940,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.19,False,False,7896,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7896,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.47.2,False,False,14830,American Decorative Arts,Sample,Sample,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1955,1955,1955,"Woven cotton, lurex",25 x 26 in. (63.5 x 66 cm),"Purchase, Mr. and Mrs. Edward J. Scheider Gift, 1994",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14830,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.12,False,True,15403,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15403,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.18,False,False,7895,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7895,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +64.181,False,False,3876,American Decorative Arts,Chandelier,Chandelier,American,,,,,Maker,Possibly,James Gillinder and Sons,"American, 1861–ca. 1930",,"Gillinder and Sons, James",American,1861 ,1930 ,1860–70,1860,1870,Blown glass,H. 71 3/4 in. (182.2 cm),"Rogers Fund, 1964",Made in,Philadelphia,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3876,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1996.95,False,True,15547,American Decorative Arts,Vase,Century Vase,American,,,,,Designer|Manufacturer,Designed by,Karl L. H. Müller|Union Porcelain Works,1820–1887|1863–ca. 1922,,"Müller, Karl L. H.|Union Porcelain Works ",American,1820 |1863 ,1890 |1922 ,1876,1876,1876,Porcelain,"Overall: H. 22 1/4 in. (56.5 cm); Diam. 17 3/8 in. (44.1 cm) +Lip: Diam. 13 1/8 in. (33.3 cm)","Purchase, Mr. and Mrs. Edward J. Scheider Gift, 1996",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15547,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.11,False,True,15402,American Decorative Arts,Dinner plate,Dinner Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 1/4 in. (3.2 cm); Diam. 9 1/4 in. (23.5 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15402,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.10,False,False,15401,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15401,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.9,False,False,15400,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15400,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.57,False,False,15659,American Decorative Arts,Plaque,Plaque,American,,,,,Decorator|Manufacturer,Manufactured by,John Mackie Falconer|James Carr New York City Pottery,"American, Edinburgh 1820–1903 New York",,"Falconer, John Mackie|Carr, New York City Pottery James",American,1820 ,1903 |9999 ,1878,1878,1878,White earthenware,19 x 23 1/2 in. (48.3 x 59.7 cm),"Gift of Emma and Jay Lewis, 1997",Made in,New York,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15659,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1997.279,False,False,15979,American Decorative Arts,Side Chair,Side Chair,American,,,,,Maker,Attributed to,Robert Carter,active 1787–1802,,"Carter, Robert",American,1787 ,1802 ,1793,1793,1793,Mahogany,38 1/8 x 22 3/8 x 19 5/8 in. (96.8 x 56.8 x 49.8 cm),"Gift of Wunsch Americana Foundation, Inc., 1997",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/15979,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.8,False,False,15399,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15399,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.13,False,False,3849,American Decorative Arts,Fruit bowl,Fruit Bowl,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 5 3/16 in. (13.2 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/3849,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.16,False,False,7893,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7893,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.12,False,False,3848,American Decorative Arts,Fruit bowl,Fruit Bowl,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 5 3/16 in. (13.2 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/3848,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.15,False,False,7892,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7892,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1973.169,False,False,3838,American Decorative Arts,Frieze,Frieze,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Grant Elmslie|American Terra Cotta and Ceramic Company,"American, Aberdeenshire 1871–1952 Chicago, Illinois|1886–1927",,"Elmslie, George Grant|American Terra Cotta and Ceramic Company ",American|American,1871 |1886 ,1952 |1927 ,1916,1916,1916,Terracotta,10 3/4 x 21 x 10 in. (27.3 x 53.3 x 25.4 cm),"Gift of Thomas R. Martinson, 1973",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/3838,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.145,False,False,3964,American Decorative Arts,Plaque,George Washington,British,,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,ca. 1800,1797,1800,Earthenware,H. 7 in. (17.8 cm),"Gift of William H. Huntington, 1883",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3964,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.7,False,False,15398,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15398,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.14,False,False,7891,American Decorative Arts,Standing lamp,Standing Lamp,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, parchment, silk",54 1/2 x 16 1/2 x 16 1/2 in. (138.4 x 41.9 x 41.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7891,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.34.2,False,False,15971,American Decorative Arts,Panel,Tulips panel,American,,,,,Designer|Manufacturer|Maker,Ground fabric by,Candace Wheeler|Cheney Brothers|Associated Artists,"American, Delhi, New York 1827–1923 New York|American, 1838–1955|1883–1907",,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",American|American,1827 |1838 |1883 ,1923 |1955 |1907 ,1883–87,1883,1887,Silk and metallic cloth appliqued with silk velvet and embroidered with silk and metallic-wrapped cotton threads,74 x 50 1/2 in. (188 x 128.3 cm),"Gift of the family of Mrs. Candace Wheeler, 1928",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/15971,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +83.2.126,False,False,3944,American Decorative Arts,Medal,George Washington,British,,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,1770–1800,1770,1800,Earthenware,H. 7/8 in. (2.2 cm),"Gift of William H. Huntington, 1883",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3944,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.6,False,False,15397,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15397,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.480.5,False,False,15396,American Decorative Arts,Soup plate,Soup Plate,"French, for American market",,,,,Maker,Attributed to,Dihl et Guérhard,"French, 1781–ca. 1824",,Dihl et Guérhard,French,1781 ,1824 ,1800–1815,1800,1815,Porcelain,H. 1 3/4 in. (4.4 cm); Diam. 9 1/8 in. (23.2 cm),"Purchase, Solomon Grossman Gift, in memory of Berry B. Tracy, and The Vincent Astor Foundation Gift, 1994",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/15396,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.584,False,False,3804,American Decorative Arts,Fountain base,Fountain base for mosaic wall mural,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–15,1902,1915,"Favrile glass, cement",24 x 77 x 61 3/4 in. (61 x 195.6 x 156.8 cm),"Gift of Mrs. L. Groves Geer, 1978",Made in,New York,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/3804,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.250,False,True,6205,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1822–ca. 1836,1819,1836,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6205,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1992.43,True,False,14380,American Decorative Arts,Screen,Screen,American,,,,,Designer,Designed by,Lockwood de Forest,"American, New York 1850–1932 Santa Barbara, California",,"de Forest, Lockwood",American,1850 ,1932 ,ca. 1881–90,1881,1890,"Teak, plaited matting, mixed metals",65 x 69 3/4 x 1 3/4 in. (165.1 x 177.2 x 4.4 cm),"Gift of Priscilla de Forest Williams, 1992",Possibly made in|Possibly made in,New York|Ahmedabad,,,United States|India,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/14380,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.47.1,False,False,14829,American Decorative Arts,Sample,Sample,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1955,1955,1955,"Woven mohair, cotton, rayon",48 x 48 in. (121.9 x 121.9 cm),"Purchase, Mr. and Mrs. Edward J. Scheider Gift, 1994",Made in,New York,,,United States,,,,,,,Textiles,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/14829,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.504a–l,False,True,4138,American Decorative Arts,Grand harmonicon,Grand Harmonicon,American,,,,,Maker,After,Francis Hopkinson Smith,"American, Baltimore, Maryland 1838–1915 New York",,"Smith, Francis Hopkinson",American,1838 ,1915 ,1825–30,1825,1830,Mahogany,232 1/2 x 137 1/4 x 45 1/2 in. (590.6 x 348.6 x 115.6 cm),"Gift of Richard T. Button, 1980",Made in,Baltimore,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/4138,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.7,False,False,6919,American Decorative Arts,Salad plate,Salad Plate,"American, Japanese",,,,,Manufacturer|Designer,Manufactured by|Designed by,Noritake|Frank Lloyd Wright,"1904–present|American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Noritake |Wright, Frank Lloyd",American,1904 |1867 ,2050 |1959 ,ca. 1922,1919,1922,Porcelain,Diam. 7 5/8 in. (19.4 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/6919,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +57.122.48,False,True,14062,American Decorative Arts,Sampler,Embroidered sampler,American,,,,,Maker,,Polly Hodges,born 1784,,"Hodges, Polly",,1784 ,1884 ,ca. 1795,1792,1795,"Silk on cotton, embroidered",16 1/4 x 16 1/4 in. (41.3 x 41.3 cm),"Bequest of Mabel Herbert Harper, 1957",Made in,Hanover,Morris County,Morris County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14062,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2012.244.4,False,True,8013,American Decorative Arts,Tongs,Sugar tongs,American,,,,,Maker,Attributed to,Myer Myers,1723–1795,,"Myers, Myer",American,1723 ,1795 ,ca. 1772,1769,1772,Silver,15/16 x 5 1/4 in. (2.4 x 13.3 cm); 1 oz. 8 dwt. (43.1 g),"Purchase, Mr. and Mrs. Robert G. Goelet Gift, 2012",Made in,New York,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8013,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1980.503.3a, b",False,True,7982,American Decorative Arts,Sugar Bowl,Sugar Bowl,American,,,,,Maker,Attributed to,Christian Wiltberger,"American, Philadelphia, Pennsylvania 1766–1851 Philadelphia, Pennsylvania",,"Wiltberger, Christian",American,1766 ,1851 ,ca. 1800,1797,1800,Silver,"Overall: 9 13/16 x 4 1/8 in. (24.9 x 10.5 cm); 14 oz. 10 dwt. (451 g) +Foot: 3 7/16 x 3 5/16 in. (8.7 x 8.4 cm) +Body: 6 1/16 in. (15.4 cm); 11 oz. 7 dwt. (352.5 g) +Cover: 4 x 3 3/8 in. (10.2 x 8.6 cm); 3 oz. 3 dwt. (98.5 g)","Gift of H. H. Walker Lewis, in memory of his parents, Mr. and Mrs. Edwin A. S. Lewis, 1980",Made in,Philadelphia,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/7982,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +57.122.753,False,True,14072,American Decorative Arts,Sampler,Embroidered sampler,American,,,,,Maker,,Elizabeth Coons,born ca. 1828,,"Coons, Elizabeth",,1825 ,1831 ,1840,1840,1840,"Silk and linen on linen, embroidered",12 3/8 x 10 7/8 in. (31.4 x 27.6 cm),Bequest of Mabel Herbert Harper,Made in,Halfmoon,Saratoga County,Saratoga County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14072,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"47.111a, b",False,True,7979,American Decorative Arts,Sugar bowl,Sugar Bowl,American,,,,,Maker|Maker,Attributed to,Johann Christoph Heyne|William Will,1715–1781|1742–1798,or,"Heyne, Johann Christoph|Will, William",,1715 |1742 ,1781 |1798 ,1742–98,1742,1798,Pewter,H. 4 5/8 in. (11.7 cm),"Rogers Fund, 1947",Probably made in,Philadelphia,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/7979,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1982.371a, b",False,True,7974,American Decorative Arts,Sugar bowl,Sugar Bowl,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1826–ca. 1836,1823,1839,"Earthenware, transfer-printed",H. 4 3/4 x 6 1/8 in. (12.1 x 15.6 cm),"Gift of Mildred R. Mottahedeh, 1982",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7974,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +57.122.755,False,True,14074,American Decorative Arts,Sampler,Embroidered sampler,American,,,,,Maker,,Caroline Carleton,born ca. 1810,,"Carleton, Caroline",,1810 ,1910 ,1819,1819,1819,"Silk on linen, embroidered",17 3/8 x 16 1/4 in. (44.1 x 41.3 cm),"Bequest of Mabel Herbert Harper, 1957",Made in,Haverhill,Essex County,Essex County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14074,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.331.1,False,True,14080,American Decorative Arts,Sampler,Embroidered Sampler,American,,,,,Maker,,Priscilla T. Glover,born ca. 1785,,"Glover, Priscilla T.",,1785 ,1885 ,1798,1798,1798,Embroidered silk on linen/wool,18 1/4 x 15 in. (46.4 x 38.1 cm),"Gift of Barbara Schiff Sinauer, 1984",Probably made in,Salem,Essex County,Essex County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14080,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.331.15,False,True,14094,American Decorative Arts,Sampler,Embroidered Sampler,American,,,,,Maker,,Mary Ann Stauffer,1811–1891,,"Stauffer, Mary Ann",,1811 ,1891 ,1830,1830,1830,Embroidered silk on linen,23 3/4 x 25 1/4 in. (60.3 x 64.1 cm),"Gift of Barbara Schiff Sinauer, 1984",Made in,East Hempfield,Lancaster County,Lancaster County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14094,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.331.19,False,False,14097,American Decorative Arts,Sampler,Embroidered Sampler,American,,,,,Maker,,Jenette A. Reynolds,born ca. 1829,,"Reynolds, Jenette A.",,1829 ,1929 ,1841,1841,1841,Embroidered silk on linen,19 x 20 1/2 in. (48.3 x 52.1 cm),"Gift of Barbara Schiff Sinauer, 1984",Made in,Springfield,Summit County,Summit County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14097,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +89.4.2162,False,True,504414,Musical Instruments,Side Drum,Side Drum,American,,,,,Maker,Attributed to,Ernest Vogt,American,,"Vogt, Ernest",American,0 ,0 ,ca. 1864,1861,1865,"Wood, calf skin, rope","Shell height (head to head with rims): 15-3/8 inches (39.1 cm) +Head diameter: between 16-7/8 inches and 17 inches (43.1 cm) +","The Crosby Brown Collection of Musical Instruments, 1889",,Philadelphia,,Pennsylvania,United States,,,,,,,Membranophone-double-headed / cylindrical drum,,http://www.metmuseum.org/art/collection/search/504414,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"34.100.152a, b",False,True,7966,American Decorative Arts,Sugar bowl,Sugar bowl,American,,,,,Maker,Attributed to,John Nice,1785–1867,,"Nice, John",,1785 ,1867 ,ca. 1830,1830,1830,Earthenware; Redware with slip decoration,H. 5 3/4 in. (14.6 cm); Diam. 4 3/4 in. (12.1 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Montgomery County,Montgomery County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7966,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.20.3,False,True,14128,American Decorative Arts,Tablecover,Quilted Tablecover,American,,,,,Maker,Probably,Jane Simonton Chapman,born 1794,,"Chapman, Jane Simonton",,1794 ,1894 ,1821–25,1821,1825,Cotton,37 x 29 in. (94 x 73.7 cm),"Gift of Jane A. Everdell, in memory of Cornelia Augusta Chapman Everdell, 1923",Probably made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14128,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.20.4,False,True,14138,American Decorative Arts,Tablecover,Tablecover,American,,,,,Maker,Probably,Jane Simonton Chapman,born 1794,,"Chapman, Jane Simonton",,1794 ,1894 ,ca. 1820,1817,1820,"Linen, woven",62 x 53 in. (157.5 x 134.6 cm),"Gift of Jane A. Everdell, in memory of Cornelia Augusta Chapman Everdell, 1923",Made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14138,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.20.5,False,True,14139,American Decorative Arts,Tablecover,Tablecover,American,,,,,Maker,Probably,Jane Simonton Chapman,born 1794,,"Chapman, Jane Simonton",,1794 ,1894 ,ca. 1820,1817,1820,"Linen, woven",62 x 67 1/2 in. (157.5 x 171.5 cm),"Gift of Jane A. Everdell, in memory of Cornelia Augusta Chapman Everdell, 1923",Made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14139,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.228,False,False,14140,American Decorative Arts,Tablecloth,Embroidered Table Scarf,American,,,,,Maker,Attributed to,Gustav Stickley,"American, Osceola, Wisconsin 1858–1942 Syracuse, New York",,"Stickley, Gustav",American,1858 ,1942 ,ca. 1906,1903,1906,"Linen, embroidered with linen thread",72 x 19 1/2 in. (182.9 x 49.5 cm),"Purchase, Mrs. Roger Brunschwig Gift, 1987",Made in,Fayetteville,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14140,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.1,False,False,14147,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 60 in. (213.4 x 152.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14147,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.2,False,False,14148,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 94 in. (213.4 x 238.8 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14148,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.3,False,False,14149,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 65 in. (213.4 x 165.1 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14149,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1978.15.4a, b",False,False,14150,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",312 x 84 in. (792.5 x 213.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14150,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.69.1b,False,True,14045,American Decorative Arts,Sampler,Embroidered Sampler,American,,,,,Maker,,Magdalena Denlinger,1820–1903,,"Denlinger, Magdalena",,1820 ,1903 ,1835,1835,1835,"Silk on linen, embroidered",10 1/2 x 10 1/2 in. (26.7 x 26.7 cm),"Rogers Fund, 1913",Made in,East Lampeter Township,Lancaster County,Lancaster County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14045,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.1,False,False,4709,American Decorative Arts,Lamp,Lamp,American,,,,,Maker,,Handel Company,1885–ca. 1930,,Handel Company ,,1885 ,1930 ,1900–1930,1900,1930,"Blown glass, bronze",H. 16 3/4 in. (42.5 cm); Diam. 16 1/2 in. (41.9 cm),"Gift of Mrs. H. S. Mesick, 1962",Possibly made in|Possibly made in,Meriden|New York,Brooklyn,Brooklyn,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4709,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.69.1a,False,True,14044,American Decorative Arts,Sampler,Embroidered Sampler,American,,,,,Maker,,Anna Denlinger,b. 1818/19,,"Denlinger, Anna",,1818 ,1819 ,1835,1835,1835,"Silk and wool on linen, embroidered",10 1/8 x 10 1/2 in. (25.7 x 26.7 cm),"Rogers Fund, 1913",Made in,East Lampeter Township,Lancaster County,Lancaster County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14044,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.8,False,False,8115,American Decorative Arts,Spoon,Table Spoon,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,Silver,L. 8 7/16 in. (21.4 cm); 3 oz. 1. dwt. (95.5 g),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8115,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1983.248.1a, b",False,False,6821,American Decorative Arts,Pyramidal vase,Pyramidal Vase,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|Minic Accessories,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Minic, Accessories ",American,1867 ,1959 |9999 ,ca. 1955,1952,1955,"Mahogany, ebonized wood, sheet metal",32 1/2 x 8 x 8 in. (82.6 x 20.3 x 20.3 cm),"Gift of Minic Custom Woodwork, Inc. New York, 1983",Made in,,,,United States,,,,,,,Natural Substances,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/6821,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.6,False,False,14021,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk, woven",30 x 24 1/2 in. (76.2 x 62.2 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14021,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.7,False,False,14022,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,ca. 1883,1883,1883,"Silk and cotton, woven",11 x 16 1/4 in. (27.9 x 41.3 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14022,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.8,False,False,14023,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,ca. 1883,1883,1883,"Silk, woven",15 x 21 in. (38.1 x 53.3 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14023,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.11,False,False,14024,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk, woven",23 1/2 x 20 3/4 in. (59.7 x 52.7 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14024,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.13,False,False,14025,American Decorative Arts,Sample,Sample,American,,,,,Designer|Manufacturer,Manufactured by,Candace Wheeler|Cheney Brothers,"American, Delhi, New York 1827–1923 New York|American, 1838–1955",,"Wheeler, Candace|Cheney Brothers",American|American,1827 |1838 ,1923 |1955 ,ca. 1885,1882,1885,"Silk, woven",19 1/4 x 19 7/8 in. (48.9 x 50.5 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14025,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.18,False,False,14027,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk and metallic-wrapped cotton thread, woven",20 1/2 x 13 1/2 in. (52.1 x 34.3 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14027,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.19,False,False,14028,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk and copper thread, woven",20 1/2 x 17 1/2 in. (52.1 x 44.5 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14028,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +27.57.2,False,True,8163,American Decorative Arts,Tall clock,Tall clock,American,,,,,Maker|Maker,Case by|Movement by,John Townsend|William Tomlinson,1732–1809|active 1733,,"Townsend, John|Tomlinson, William",American|British,1732 |1733 ,1809 |1733 ,1789,1789,1789,"Mahogany, cherry, chestnut, oak",98 1/4 x 22 x 11 1/8 in. (249.6 x 55.9 x 28.3 cm),"Rogers Fund, 1927",Made in,Newport,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/8163,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.20,False,False,8090,American Decorative Arts,Library table,Table,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1902–3,1902,1903,White oak,28 1/2 x 155 1/2 x 40 in. (72.4 x 395 x 101.6 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8090,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.6,False,False,6918,American Decorative Arts,Salad plate,Salad Plate,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 7 5/8 in. (19.4 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/6918,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.13,False,False,8089,American Decorative Arts,Table,Table,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–15,1912,1915,White oak,29 x 15 9/16 x 12 7/8 in. (73.7 x 39.5 x 32.7 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8089,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.3,False,False,8088,American Decorative Arts,Table,Table,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,White oak,26 5/16 x 72 x 27 in. (66.8 x 182.9 x 68.6 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/8088,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.272,False,False,8087,American Decorative Arts,Table,Table,American,,,,,Designer|Retailer,Designed by|Possibly retailed by,Gustav Stickley|Tobey Furniture Company,"American, Osceola, Wisconsin 1858–1942 Syracuse, New York|1875–1954",,"Stickley, Gustav|Tobey Furniture Company",American|American,1858 |1875 ,1942 |1954 ,1900,1900,1900,Oak,23 1/8 x 23 3/4 x 23 3/4 in. (58.7 x 60.3 x 60.3 cm),"Friends of the American Wing Fund, 1984",Made in,Syracuse,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/8087,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.24,False,False,14031,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Cheney Brothers|Candace Wheeler,"American, 1838–1955|American, Delhi, New York 1827–1923 New York",,"Cheney Brothers|Wheeler, Candace",American|American,1838 |1827 ,1955 |1923 ,ca. 1885,1882,1885,"Silk, woven",28 1/2 x 15 in. (72.4 x 38.1 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14031,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +X.448a,False,False,14033,American Decorative Arts,Sample,Warp-printed sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk, printed",10 1/2 x 10 in. (26.7 x 25.4 cm),Museum Accession,Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14033,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +X.448b,False,False,14034,American Decorative Arts,Sample,Warp-printed sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,ca. 1885,1882,1885,"Silk, printed",9 x 10 1/2 in. (22.9 x 26.7 cm),Museum Accession,Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14034,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.5,False,False,6917,American Decorative Arts,Fork,Salad Fork,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,"Silver, silver gilt",L. 7 1/8 in. (18.1 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/6917,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1974.214.15a, b",False,False,4715,American Decorative Arts,Lamp,Lamp,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,1904–15,1904,1915,Leaded Favrile glass and bronze,"Base: H. 26 1/2 in. (67.3 cm); Diam. 14 5/8 in. (37.1 cm) +Shade: H. 14 5/8 in. (37.1 cm) +","Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/4715,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +X.450,False,False,14037,American Decorative Arts,Sample,Woven sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk, woven",10 1/4 x 7 3/4 in. (26 x 19.7 cm),Museum Accession,Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14037,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.5,False,False,14151,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 79 in. (213.4 x 200.7 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14151,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.6,False,False,14152,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 41 in. (213.4 x 104.1 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14152,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.7,False,False,14153,American Decorative Arts,Tapestry,Tapestry,American,,,,,Maker|Designer,Designed by,Herter Looms|Albert Herter,"American, New York 1871–1950 Santa Barbara, California",,"Herter Looms |Herter, Albert",American,1871 ,9999 |1950 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",Dimensions unrecorded,"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14153,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1992.148.5,False,False,14500,American Decorative Arts,Tazza,Tazza,American,,,,,Maker,,Quezal Art Glass and Decorating Company,1901–ca. 1924,,Quezal Art Glass and Decorating Company ,,1901 ,1924 ,ca. 1901–20,1898,1920,Blown glass,H. 3 5/8 in. (9.2 cm); Diam. 6 3/8 in. (16.2 cm),"Gift of Mr. and Mrs. John P. Hollihan III, in honor of Mr. and Mrs. Vincent F. Apicella, 1992",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/14500,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.264.2,False,False,7918,American Decorative Arts,Curule stool,Curule Stool,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1837,1834,1837,"Mahogany, ash, pine",15 1/4 x 20 3/4 x 15 1/4 in. (38.7 x 52.7 x 38.7 cm),"Gift of Mr. and Mrs. W. Whittredge Katzenbach, 1972",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7918,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.335,False,False,14342,American Decorative Arts,Plaque,Plaque,American,,,,,Manufacturer|Decorator,Manufactured by,Rookwood Pottery|Frederick D. H. Rothenbusch,"American, Cincinnati, Ohio, 1880–1967|1876–1937",,"Rookwood Pottery|Rothenbusch, Frederick D. H.",American,1880 |1876 ,1967 |1937 ,1916,1916,1916,Earthenware,8 7/16 x 10 15/16 in. (21.4 x 27.8 cm),"Gift of Mr. and Mrs. Jason Carl Berger, 1991",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14342,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.145.2,False,True,4506,American Decorative Arts,Jar,Jar,American,,,,,Artist,Attributed to,Christian Klinker,active 1773–98,,"Klinker, Christian",,1773 ,1798 ,ca. 1773,1773,1773,Earthenware; Redware with slip decoration,H. 10 in. (25.4 cm),"Rogers Fund, 1913",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4506,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.451,False,True,4505,American Decorative Arts,Jar,Jar,American,,,,,Maker,Attributed to,Philip Kline,active ca. 1806–34,,"Kline, Philip",,1806 ,1834 ,1809,1809,1809,Earthenware; Redware with sgraffito decoration,9 1/8 x 4 1/2 in. (23.2 x 11.4 cm),"Anonymous Gift, 1986",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4505,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.264.1,False,False,7917,American Decorative Arts,Curule stool,Curule Stool,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1837,1834,1837,"Mahogany, ash, pine",15 1/4 x 20 3/4 x 15 1/4 in. (38.7 x 52.7 x 38.7 cm),"Gift of Mr. and Mrs. W. Whittredge Katzenbach, 1972",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7917,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +22.205ab,False,False,487233,Modern and Contemporary Art,Vase with cover,Vase with cover,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1913,1913,1913,Porcelain,4 1/4 x 86 1/4 in. (10.8 x 219.1 cm),"Purchase, Edward C. Moore Jr. Gift, 1922",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487233,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.374,False,False,504339,Musical Instruments,Harpsichord,Harpsichord,American,,,,,Manufacturer|Designer,,Chickering & Sons|Arnold Dolmetsch,"American, Boston 1853–1983|French, born Le Mans, France 1858–1940 Haslemere, Surrey, England",", under the direction of Arnold Dolmetsch","Chickering & Sons|Dolmetsch, Arnold",American|French (active Britain),1853 |1858 ,1983 |1940 ,1909,1909,1909,"Wood, various materials",L.: 240.1 cm (94-5/8 in.); W.: 97.5 (38-3/8 in.); H.: 90.2 (35-1/2 in.); D.: 27 cm (10-5/8 in.),"Gift of Mr. & Mrs. Richard H. Dana, 1981 +",,Boston,,Massachusetts,United States,,,,,,,Chordophone-Zither-plucked-harpsichord,,http://www.metmuseum.org/art/collection/search/504339,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.4,False,False,4444,American Decorative Arts,Inkwell,Inkwell,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",H. 3 9/16 in. (9 cm); Diam. 4 in. (10.2 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4444,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1992.196,False,True,14493,American Decorative Arts,Mug,Mug,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Karl L. H. Müller|Union Porcelain Works,1820–1887|1863–ca. 1922,,"Müller, Karl L. H.|Union Porcelain Works ",American,1820 |1863 ,1890 |1922 ,ca. 1863,1863,1863,Porcelain,H. 5 5/8 in. (14.3 cm),"Friends of the American Wing Fund, 1992",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14493,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1992.148.6,False,False,14501,American Decorative Arts,Chalice,Chalice,American,,,,,Maker,,Quezal Art Glass and Decorating Company,1901–ca. 1924,,Quezal Art Glass and Decorating Company ,,1901 ,1924 ,ca. 1901–20,1898,1920,Blown glass,"Bowl: H. 6 13/16 in. (17.3 cm); Diam. 6 1/8 in. (15.6 cm) +Foot: Diam. 4 1/4 in. (10.8 cm)","Gift of Mr. and Mrs. John P. Hollihan III, in honor of Mr. and Mrs. Vincent F. Apicella, 1992",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/14501,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.432.1,False,False,14337,American Decorative Arts,Panel,"Panel from Western Methodist Book Concern Building, Chicago",American,,,,,Manufacturer|Designer|Maker,Manufactured by|Designed by,Northwestern Terra Cotta Company|Kristian Schneider|Harry Bergen Wheelock,"1886–ca. 1920|American, 1861–1934",,"Northwestern Terra Cotta Company |Schneider, Kristian|Wheelock, Harry Bergen",American,1886 |1861 ,1925 |9999 |1934 ,1899,1899,1899,Glazed terra cotta,17 x 16 3/8 x 5 in. (43.2 x 41.6 x 12.7 cm),"Gift of Michael Donley and Peter Miller, 1991",Made in,Chicago,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14337,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.14,False,False,4423,American Decorative Arts,Inkwell,Inkwell,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,after 1909,1910,1919,Bronze,"Overall: H. 3 5/8 in. (9.2 cm) +Base: Diam. 5 1/2 in. (5 1/2 in.)","Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4423,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.11,False,False,4422,American Decorative Arts,Inkwell,Inkwell,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,Bronze,H. 2 3/16 in. (5.6 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4422,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1992.340,False,False,14520,American Decorative Arts,Chair,Chair,American,,,,,Designer,Designed by,Lockwood de Forest,"American, New York 1850–1932 Santa Barbara, California",,"de Forest, Lockwood",American,1850 ,1932 ,ca. 1881–86,1878,1886,Probably teak; silk embroidery on linen,32 3/8 x 18 1/4 x 18 1/2 in. (82.2 x 46.4 x 47 cm),"Purchase, The Overbrook Foundation Gift, 1992",Possibly made in|Possibly made in,New York|Ahmedabad,,,United States|India,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/14520,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +07.34,False,True,14524,American Decorative Arts,Medal,Gilbert Stuart,American,,,,,Artist|Designer|Manufacturer,Obverse designed and modeled by|Reverse designed by|Dies cut by,Salathiel Ellis|Peter Paul Duggan|Charles Cushing Wright,"1803–1879|American (born Ireland), 1810–1861 Paris|1796–1854",,"Ellis, Salathiel|Duggan, Peter Paul|Wright, Charles Cushing","American, born Ireland",1803 |1810 |1796 ,1879 |1861 |1854 ,1848,1848,1848,Bronze,Diam. 2 1/2 in. (6.4 cm),"Gift of Mr. and Mrs. F. S. Wait, 1907",Made in,New York,,,United States,,,,,,,Sculpture,,http://www.metmuseum.org/art/collection/search/14524,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1996.437.3,False,False,500900,Musical Instruments,Flute in D,Flute in D,British,,,,,Maker,possibly,Valentine Metzler,"German, Bingen am Rhein, d. 1833, London",,"Metzler, Valentine",German,1775 ,1833 ,ca. 1800–1815,1780,1825,"Boxwood, brass, ivory",L. 60 cm (23-1/2 in.).; Embouchure L. 531 cm (20-3/4 in.),"Bequest of Robert Alonzo Lehman, 1996",,London,,England,United Kingdom,,,,,,,Aerophone-Blow Hole-side-blown flute (transverse),,http://www.metmuseum.org/art/collection/search/500900,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.8,False,True,7916,American Decorative Arts,Curule stool,Curule Stool,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837–38,1837,1838,"Mahogany, ash, pine",15 1/4 x 20 3/4 x 15 1/4 in. (38.7 x 52.7 x 38.7 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7916,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.13,False,False,4156,American Decorative Arts,Hand blotter,Hand Blotter,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,after 1909,1910,1919,Bronze,H. 5 3/4 in. (14.6 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4156,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.402.2,False,False,4144,American Decorative Arts,Pierced wooden grill,"Grill from the Avery Coonley House, Riverside, Illinois",American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,ca. 1908,1905,1908,Oak,37 x 19 1/4 x 2 in. (94 x 48.9 x 5.1 cm),"Gift of Erving and Joyce Wolf, in memory of Diane R. Wolf, 1987",Made in,Riverside,,,United States,,,,,,,Architecture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4144,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.402.1,False,False,4143,American Decorative Arts,Pierced wooden grill,"Grill from the Avery Coonley House, Riverside, Illinois",American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,ca. 1908,1905,1908,Oak,17 1/2 x 19 1/4 x 1 1/4 in. (44.5 x 48.9 x 3.2 cm),"Gift of Erving and Joyce Wolf, in memory of Diane R. Wolf, 1987",Made in,Riverside,,,United States,,,,,,,Architecture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4143,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1996.371,False,False,4537,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Frederick Hurten Rhead|Rhead Pottery,"American (born England), Hanley Stoke-on-Trent 1880–1942 New York",,"Rhead, Frederick Hurten|Rhead Pottery","American, born England",1880 ,1942 |9999 ,1913–17,1913,1917,Earthenware,H. 11 1/2 in. (29.2 cm),"Friends of the American Wing Fund, 1996",Made in,Santa Barbara,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4537,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.271,False,True,14326,American Decorative Arts,Tile,Tile,American,,,,,Manufacturer,Possibly manufactured by,American Encaustic Tile Company,"American, New York, 1875–before 1945",,American Encaustic Tile Company,American,1875 ,1945 ,ca. 1891,1888,1891,Earthenware,6 x 6 in. (15.2 x 15.2 cm),"Gift of Judith and Robert Bahssin, 1991",Made in,Zanesville,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14326,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.8,False,False,14154,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 53 in. (213.4 x 134.6 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14154,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.18,False,False,14164,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 76 in. (213.4 x 193 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14164,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.9,False,False,14155,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 74 in. (213.4 x 188 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14155,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.10,False,False,14156,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 59 in. (213.4 x 149.9 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14156,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.11,False,False,14157,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 66 in. (213.4 x 167.6 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14157,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.12,False,False,14158,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 77 in. (213.4 x 195.6 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14158,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.13,False,False,14159,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 65 in. (213.4 x 165.1 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14159,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.14,False,False,14160,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 76 in. (213.4 x 193 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14160,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.15,False,False,14161,American Decorative Arts,Tapestry,Tapestry,American,,,,,Maker|Designer,Designed by,Herter Looms|Albert Herter,"American, New York 1871–1950 Santa Barbara, California",,"Herter Looms |Herter, Albert",American,1871 ,9999 |1950 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",396 x 84 in. (1005.8 x 213.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14161,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.16,False,False,14162,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 81 in. (213.4 x 205.7 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14162,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.17,False,False,14163,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 66 in. (213.4 x 167.6 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14163,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.19,False,False,14165,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",84 x 60 in. (213.4 x 152.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14165,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.214,False,False,14324,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Manufacturer,Manufactured by,Maria Longworth Nichols|Rookwood Pottery,"American, 1849–1932|American, Cincinnati, Ohio, 1880–1967",,"Nichols, Maria Longworth|Rookwood Pottery",American|American,1849 |1880 ,1932 |1967 ,ca. 1880,1877,1880,Painted and glazed earthenware,Diam. 10 3/4 in. (27.3 cm),"Purchase, Dr. and Mrs. John J. Weber Gift and Friends of the American Wing Fund, 1991",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/14324,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.20,False,False,14166,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",288 x 84 in. (731.5 x 213.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14166,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.15.21,False,False,14167,American Decorative Arts,Tapestry,Tapestry,American,,,,,Designer|Maker,Designed by,Albert Herter|Herter Looms,"American, New York 1871–1950 Santa Barbara, California",,"Herter, Albert|Herter Looms ",American,1871 ,1950 |9999 ,ca. 1912,1909,1912,"Wool, natural and mercerized cotton, ""artificial silk""",336 x 84 in. (853.4 x 213.4 cm),"Gift of ""A Bicentennial Gift to America from a Grateful Armenian People"", 1978",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14167,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.40.2,False,False,14198,American Decorative Arts,Quilt,"Quilt, Birds in Air pattern",American,,,,,Maker,,Annie E. Freshour Schaeffer,1851–1928,,"Schaeffer, Annie E. Freshour",,1851 ,1928 ,before 1891,1881,1891,Cotton,78 1/2 x 74 3/4 in. (199.4 x 189.9 cm),"Purchase, Mrs. Roger Brunschwig Gift, 1990",Made in,Lewistown,Frederick County,Frederick County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14198,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +60.13,False,True,4599,American Decorative Arts,Kettle stand,Kettle Stand,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, marble, tulip poplar, white pine",29 1/4 x 22 1/8 x 15 1/2 in. (74.3 x 56.2 x 39.4 cm),"Purchase, Paul Peralta Ramos Gift, 1960",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/4599,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"69.168a, b",False,True,7957,American Decorative Arts,Sugar bowl,Sugar bowl,American,,,,,Maker|Manufacturer|Manufacturer,Attributed to|Possibly at his|Possibly at,Thomas Cains|South Boston Flint Glass Works|Phoenix Glass Works,active 1812–ca. 1820|1812–27,or,"Cains, Thomas|South Boston Flint Glass Works |Phoenix Glass Works ",,1812 |1812 ,1820 |9999 |1827 ,1812–27,1812,1827,Blown glass with applied decoration,H. 6 3/16 in. (15.7 cm); Diam. 5 1/4 in. (13.3 cm),"Rogers Fund, 1969",Made in,Boston,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/7957,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +98.1.89,False,False,4589,American Decorative Arts,Cream pitcher,Cream Pitcher,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",H. 5 1/2 in. (14 cm),"Gift of Mrs. Isaac Gibson Jaffray, in memory of her husband, 1898",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4589,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.76.37,False,False,7362,American Decorative Arts,Seal,Seal,British,,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,1770–1800,1770,1800,Jasper,5/8 x 3/4 in. (1.6 x 1.9 cm),"Purchase, Joseph Pulitzer Bequest, 1942",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7362,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.145,True,True,14282,American Decorative Arts,Library table,Library Table,American,,,,,Maker|Maker,,William Lightfoot Price|Rose Valley,1861–1916,,"Price, William Lightfoot|Rose Valley",,1861 ,1916 ,1904,1904,1904,"White oak, stained",29 1/2 x 66 x 39 1/2 in. (74.9 x 167.6 x 100.3 cm),"Sansbury-Mills Fund, 1991",Made in,Rose Valley,Delaware,Delaware,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/14282,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.30.6,False,True,14288,American Decorative Arts,Pitcher,Tree of life pitcher,American,,,,,Maker|Maker,Possibly,George Duncan and Sons|Portland Glass Company,1874–1891|1864–73,or,Duncan and Sons George|Portland Glass Company ,,1874 |1864 ,1891 |1873 ,ca. 1865–85,1862,1885,Glass,9 5/16 x 8 in. (23.7 x 20.3 cm),"Gift of the Estate of Marguerite Raeder Laporte, 1991",Possibly made in|Possibly made in,Portland|Pittsburgh,,,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/14288,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +50.20.2,False,True,3793,American Decorative Arts,Footstool,Footstool,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1800,1797,1800,Mahogany,8 1/2 x 14 x 10 1/4 in. (21.6 x 35.6 x 26 cm),"Gift of Mrs. J. Insley Blair, 1950",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3793,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.109.30,False,True,3720,American Decorative Arts,Flask,Figured flask,American,,,,,Manufacturer|Manufacturer,Probably,Coventry Glass Works|Keene Glass Works,1813–1850|1815–41,or,Coventry Glass Works |Keene Glass Works,,1813 |1815 ,1813 |1815 ,1824–40,1824,1824,Blown-molded glass,H. 5 1/2 in. (14 cm),"Rogers Fund, 1910",Possibly made in|Possibly made in,Coventry|Keene,,,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3720,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +22.223,False,False,487234,Modern and Contemporary Art,Vase,Vase,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1919,1919,1919,Porcelain,"H. 2, Diam. 4 inches +(5.1 x 10.2 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1922",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487234,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.71a,False,True,3412,American Decorative Arts,Sword,Dress Sword,American,,,,,Maker|Maker,Handle by|Blade by,John Bailey|Andrea Ferara,"American, active New York, 1736–1815|born 1530",,"Bailey, John|Ferara, Andrea",American,1736 |1530 ,1815 |1630 ,1775–90,1775,1790,Silver,L. 32 in. (81.3 cm),"Rogers Fund, 1951",Made in,New York,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/3412,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.87,False,False,491147,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491147,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.86,False,False,491146,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491146,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.85,False,False,491145,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491145,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.84,False,False,491144,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491144,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.83,False,False,491143,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491143,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1983.248.2a, b",False,False,3391,American Decorative Arts,Double vase,Double Vase,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|Minic Accessories,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Minic, Accessories ",American,1867 ,1959 |9999 ,ca. 1955,1952,1955,"Mahogany, ebonized wood, sheet metal",20 x 9 1/2 x 9 1/2 in. (50.8 x 24.1 x 24.1 cm),"Gift of Minic Custom Woodwork, Inc. New York, 1983",Made in,,,,United States,,,,,,,Natural Substances,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/3391,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.82,False,False,491142,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491142,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.336.2a–c,False,False,3380,American Decorative Arts,Door hardware,"Doorplate, knob, and lock for Guaranty Building, Buffalo",American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Louis Henry Sullivan|Yale and Towne Manufacturing Company,"American, Boston, Massachusetts 1856–1924 Chicago, Illinois",,"Sullivan, Louis Henry|Yale and Towne Manufacturing Company ",American,1856 |1868 ,1924 |9999 ,ca. 1895,1892,1895,Cast iron,14 x 4 1/4 x 2 3/4 in. (35.6 x 10.8 x 7 cm),"Gift of Nancy Coe Wixom, 1984",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/3380,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.81,False,False,491141,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491141,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.80,False,False,491140,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491140,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.79,False,False,491139,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491139,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.78,False,False,491138,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491138,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.77,False,False,491137,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491137,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.76,False,False,491136,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491136,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.75,False,False,491135,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491135,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.74,False,False,491134,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491134,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.114,False,True,3319,American Decorative Arts,Dish,Dish,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 10 1/4 in. (26 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3319,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.16,False,True,7593,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1805–15,1805,1815,"Mahogany, white pine, tulip poplar",37 x 80 1/4 x 25 in. (94 x 203.8 x 63.5 cm),"Gift of Mrs. Harry Horton Benkard, 1942",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7593,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.102,False,True,3318,American Decorative Arts,Dish,Dish,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1821–ca. 1846,1818,1849,"Earthenware, transfer-printed",8 5/8 x 11 1/2 in. (21.9 x 29.2 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3318,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"40.159.1a, b",False,True,7592,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,Maple,30 x 82 1/2 x 24 1/2 in. (76.2 x 209.6 x 62.2 cm),"Gift of Mrs. Bayard Verplanck, in memory of Dr. James Sykes Rumsey, 1940",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7592,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +57.130.1,False,True,7585,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to,John H. Belter,1804–1863,,"Belter, J. H.",German,1804 ,1863 ,1850–60,1850,1860,"Rosewood, ash, pine",48 1/2 x 89 3/4 x 29 1/2 in. (123.2 x 228 x 74.9 cm),"Gift of Mrs. Charles Reginald Leonard, in memory of Edgar Welch Leonard, Robert Jarvis Leonard, and Charles Reginald Leonard, 1957",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7585,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.88,False,False,491148,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491148,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.89,False,False,491149,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491149,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.145,False,False,487284,Modern and Contemporary Art,Bowl,Bowl,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1917,1917,1917,Porcelain,"H. 2-5/8, Diam. 6-7/8 inches +(6.7 x 17.5 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1923",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487284,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.90,False,False,491150,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491150,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +50.20.1,False,True,3498,American Decorative Arts,Armchair,Armchair,American,,,,,Maker,Probably,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1800,1797,1800,"Mahogany, ash, white pine, tulip poplar",40 1/2 x 28 5/8 x 33 in. (102.9 x 72.7 x 83.8 cm),"Gift of Mrs. J. Insley Blair, 1950",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3498,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.106,False,False,491166,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491166,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +22.98,False,True,3455,American Decorative Arts,Drop-leaf Pembroke table,Drop-leaf Pembroke Table,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, white pine, cherry",28 3/4 x 48 3/4 x 35 3/4 in. (73 x 123.8 x 90.8 cm),"Rogers Fund, 1922",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3455,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.105,False,False,491165,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491165,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.104,False,False,491164,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491164,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.103,False,False,491163,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491163,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.102,False,False,491162,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491162,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.101,False,False,491161,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491161,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.100,False,False,491160,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491160,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.99,False,False,491159,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491159,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.98,False,False,491158,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491158,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.97,False,False,491157,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491157,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.96,False,False,491156,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491156,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.95,False,False,491155,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491155,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.94,False,False,491154,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491154,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.93,False,False,491153,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491153,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.92,False,False,491152,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491152,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.91,False,False,491151,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491151,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2000.562,False,True,16677,American Decorative Arts,Brooch,Cameo,American,,,,,Maker|Maker,Cameo by|Metalwork by,George W. Jamison|William Rose,"American, New York 1810–1868 Yonkers, New York|active 1839–50",,"Jamison, George W.|Rose, William",American,1810 |1839 ,1868 |1850 ,ca. 1835,1835,1835,"Helmet-conch shell, gold, and enamel",2 1/2 x 2 1/4 in. (6.4 x 5.7 cm),"Purchase, Susan and Jon Rotenstreich Gift, 2000",Made in,New York,,,United States,,,,,,,Jewelry,,http://www.metmuseum.org/art/collection/search/16677,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +60.4.1,True,True,7595,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1810–20,1807,1820,"Mahogany, tulip poplar, cane, gilded brass",34 x 84 3/4 x 23 3/4 in. (86.4 x 215.3 x 60.3 cm),"Gift of C. Ruxton Love Jr., 1960",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7595,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +59.197,False,True,7594,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, gilt brass, tulip poplar",29 5/8 x 74 x 24 in. (75.2 x 188 x 61 cm),"Gift of C. Ruxton Love Jr., 1959",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7594,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.73,False,False,491133,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491133,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.72,False,False,491132,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491132,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.71,False,False,491131,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491131,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.29,False,False,3310,American Decorative Arts,Dish,Dish,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1915,1912,1918,Favrile glass,H. 2 5/8 in. (6.7 cm); Diam. 10 1/8 in. (25.7 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3310,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.56,False,False,491116,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491116,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.1,False,False,3187,American Decorative Arts,Knife,Dinner Knife,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Gorham Manufacturing Company|George Washington Maher,"American, 1831–present|1864–1926",,"Gorham Manufacturing Company|Maher, George Washington",American,1831 |1864 ,9999 |1926 ,1912,1912,1912,Silver,L. 9 5/8 in. (24.4 cm); 3 oz. 1 dwt. (95.2 g),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/3187,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.7,False,False,3186,American Decorative Arts,Fork,Dinner Fork,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,Silver,L. 7 3/4 in. (19.7 cm); 2 oz. 17 dwt. (88.5 g),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/3186,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.9,False,False,3167,American Decorative Arts,Spoon,Dessert Spoon,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,Silver,L. 7 1/8 in. (18.1 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/3167,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +27.17.39,False,True,3163,American Decorative Arts,Dessert plate,Dessert Plate,British,,,,,Manufacturer,Possibly,Bow Porcelain Factory,"British, 1744–1776",,Bow Porcelain Factory,British,1744 ,1776 ,1750–75,1750,1775,Porcelain,Diam. 8 in. (20.3 cm),"Rogers Fund, 1927",Possibly made in,London,,,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3163,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +27.17.38,False,True,3162,American Decorative Arts,Dessert plate,Dessert Plate,British,,,,,Manufacturer,Possibly,Bow Porcelain Factory,"British, 1744–1776",,Bow Porcelain Factory,British,1744 ,1776 ,1750–75,1750,1775,Porcelain,Diam. 8 in. (20.3 cm),"Rogers Fund, 1927",Possibly made in,London,,,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3162,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"2001.340a, b",False,True,16948,American Decorative Arts,Bracelet,Pair of Bracelets,American,,,,,Artist,Painted by,John Carlin,"American, Philadelphia, Pennsylvania 1813–1891 New York",,"Carlin, John",American,1813 ,1891 ,1840,1840,1840,"Gold, watercolor on ivory, hair","Bracelet (MLP): L. 5 1/4 in. (13.3 cm) +Bracelet (CAP): L. 5 in. (12.7 cm) +Miniatures: 1 7/16 x 1 3/16 in. (3.7 x 3 cm)","Dale T. Johnson Fund, 2001",Made in,New York,,,United States,,,,,,,Jewelry,,http://www.metmuseum.org/art/collection/search/16948,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1985.236a, b",False,True,3159,American Decorative Arts,Desk and bookcase,Cylinder Desk and Bookcase,American,,,,,Maker,Attributed to,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1815–20,1815,1820,"Mahogany, mahogany veneer, satinwood, gilded +gesso with yellow poplar, white pine",95 3/8 x 48 1/8 x 24 in. (242.3 x 122.2 x 61 cm),"Purchase, The Horace W. Goldsmith Foundation Gift, in memory of Berry B. Tracy, 1985",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3159,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"10.125.81a, d",False,True,3155,American Decorative Arts,Desk and bookcase,Desk and bookcase,American,,,,,Maker,Workshop of,Nathaniel Gould,1734–1782,,"Gould, Nathaniel",American,1734 ,1782 ,ca. 1779,1776,1779,Mahogany and white pine,105 x 45 x 24 in. (266.7 x 114.3 x 61 cm),"Gift of Mrs. Russell Sage, 1909",Made in,Salem,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3155,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.440.1,False,False,3136,American Decorative Arts,Desk,Desk,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Harvey Ellis|Gustav Stickley,"American, Rochester, New York 1852–1904 Syracuse, New York|American, Osceola, Wisconsin 1858–1942 Syracuse, New York",,"Ellis, Harvey|Stickley, Gustav",American|American,1852 |1858 ,1904 |1942 ,1912–13,1912,1913,"Oak, poplar, copper",44 1/4 x 30 x 11 1/4 in. (112.4 x 76.2 x 28.6 cm),"Gift of Edgar O. Smith, 1981",Made in,Eastwood,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3136,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.12,False,False,3124,American Decorative Arts,Spoon,Demitasse Spoon,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,"Silver, silver gilt",L. 4 1/4 in. (10.8 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/3124,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2000.604.2,False,False,16979,American Decorative Arts,Sugar bowl,Sugar Bowl,American,,,,,Decorator|Manufacturer,Manufactured by,James Callowhill|Willets Manufacturing Company,1838–1917|1879–1908,,"Callowhill, James|Willets Manufacturing Company ",American,1838 |1879 ,1917 |1908 ,ca. 1887–90,1884,1890,Porcelain,37 3/16 x 4 in. (94.5 x 10.2 cm),"Friends of the American Wing Fund, 2000",Made in,Trenton,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/16979,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.440.2,False,False,7509,American Decorative Arts,Sideboard table,Sideboard Table,American,,,,,Designer,Designed by,Gustav Stickley,"American, Osceola, Wisconsin 1858–1942 Syracuse, New York",,"Stickley, Gustav",American,1858 ,1942 ,ca. 1901,1898,1901,"White oak, poplar, cast iron",39 1/2 x 48 x 21 1/2 in. (100.3 x 121.9 x 54.6 cm),"Gift of Edgar O. Smith, 1981",Made in,Eastwood,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7509,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.53,False,True,2961,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,Ralph Stevenson & Williams,active ca. 1825–27,,"Stevenson, & Williams Ralph",,1822 ,1827 ,ca. 1825–ca. 1827,1822,1830,"Earthenware, transfer-printed",Diam. 4 1/4 in. (10.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/2961,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.33,False,True,545135,Egyptian Art,"Facsimile, Userhat (TT 51), offering","Userhat and Wife Receiving Offerings, Tomb of Userhat",,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,reign of Seti I,,Artist,,Norman de Garis Davies,1865–1941,", ca. 1930","Davies, Norman de Garis",,1865 ,1941 ,original ca. 1294–1279 B.C.,-1294,-1279,Tempera on paper,"Facsimile H. 138 (54 5/16 in); w. 162.5 (64 in) +Scale 1:1 +Framed H. 141 cm (55 1/2 in); w. 165.7 cm (65 1/4 in); 5.1 cm (2 in)","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",,,,,,,,http://www.metmuseum.org/art/collection/search/545135,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.17,False,False,2813,American Decorative Arts,Cup,Cup,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,H. 2 3/8 in. (6 cm); Diam. 3 7/16 in. (8.7 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/2813,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.16,False,False,2812,American Decorative Arts,Cup,Cup,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,H. 2 3/8 in. (6 cm); Diam. 3 7/16 in. (8.7 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/2812,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1971.160,False,True,7506,American Decorative Arts,Sideboard table,Sideboard Table,American,,,,,Maker,Attributed to,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,ca. 1815,1812,1815,"Mahogany, marble",36 1/8 x 78 3/4 x 26 in. (91.8 x 200 x 66 cm),"Gift of Mrs. Stanley B. Ineson, 1971",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7506,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.225,False,True,7367,American Decorative Arts,Secretary abattant,Secretary Abattant,American,,,,,Maker|Maker|Artist,Possibly from the Workshop of,Duncan Phyfe|D. Phyfe & Son|Duncan Phyfe & Sons,"1770–1854|1840–1847|1837–1840, active New York",,"Phyfe, Duncan|Phyfe & Son, D.|Phyfe & Sons, D.",Scottish,1770 |1840 |1837 ,1854 |1847 |1840 ,1835–45,1835,1845,"Mahogany, mahogany veneer, gilt brass, mirror glass, marble, ivory with white pine, mahogany, yellow poplar",62 x 39 1/4 x 18 7/8 in. (157.5 x 99.7 x 47.9 cm),"Purchase, The Manney Collection Gift, 1983",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7367,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"45.35.30, .31",False,True,2774,American Decorative Arts,Cup and saucer,Cup and Saucer,British (American market),,,,,Maker,,Ralph Hall & Son,active 1836–1841,,Hall & Son Ralph,,1836 ,1841 ,ca. 1836–ca. 1841,1833,1844,"Earthenware, transfer-printed","Cup: H. 1 5/8 in. (4.1 cm) +Saucer: Diam. 4 1/2 in. (11.4 cm)","Bequest of Helen Hay Whitney, 1944",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/2774,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.55,False,False,491115,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491115,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.4,False,False,3192,American Decorative Arts,Dinner plate,Dinner Plate,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 10 5/8 in. (27 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/3192,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.5,False,False,3193,American Decorative Arts,Dinner plate,Dinner Plate,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 10 5/8 in. (27 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/3193,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2000.604.1,False,False,16872,American Decorative Arts,Cream pitcher,Cream Pitcher,American,,,,,Decorator|Manufacturer,Manufactured by,James Callowhill|Willets Manufacturing Company,1838–1917|1879–1908,,"Callowhill, James|Willets Manufacturing Company ",American,1838 |1879 ,1917 |1908 ,ca. 1887–90,1884,1890,Porcelain,1 3/4 x 4 in. (4.4 x 10.2 cm),"Friends of the American Wing Fund, 2000",Made in,Trenton,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/16872,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.67,False,False,491127,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491127,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.38,False,False,3309,American Decorative Arts,Dish,Dish,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1898–1902,1898,1902,Enamel on copper,3 3/16 x 2 7/8 in. (8.1 x 7.3 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/3309,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.14,False,False,3308,American Decorative Arts,Dish,Dish,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1822–ca. 1836,1819,1839,"Earthenware, transfer-printed",Diam. 7 in. (17.8 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3308,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +49.90,False,True,503042,Musical Instruments,Chamber Organ,Chamber Organ,American,,,,,Maker,Attributed to,George Clisbee,"American, Marlborough, Massachusetts 1828–1885 Marlborough",,"Clisbee, George",American,1828 ,1885 ,ca. 1845–60,1835,1870,"Wood, various materials",H.: ±184.2 cm (72-½ in.); W.: ± 121 cm (48 in.); D.: ± 66 cm (26 in.); 3-octave span: 49.4 cm (19-7/16 in.),"Gift of Mr. E. A. Maynard, 1949",,Marlborough,,Massachusetts,United States,,,,,,,Aerophone-Organ,,http://www.metmuseum.org/art/collection/search/503042,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.70,False,False,491130,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491130,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.120.145,False,True,7566,American Decorative Arts,Box,Snuffbox,American,,,,,Maker,Probably,John Targee,"American, ca. 1774–1850",,"Targee, John",American,1769 ,1850 ,ca. 1815,1812,1815,Silver,5/8 x 3 1/4 x 2 1/8 in. (1.6 x 8.3 x 5.4 cm),"Bequest of Alphonso T. Clearwater, 1933",Made in,New York,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/7566,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.69,False,False,491129,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491129,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.191.2,False,True,16745,American Decorative Arts,Vase,Vase,French,,,,,Manufacturer,Manufactured by,Marc Schoelcher,established 1798–1834,,"Schoelcher, Marc",French,1798 ,1834 ,ca. 1815–20,1815,1820,Porcelain,13 3/8 x 10 x 7 5/8 in. (34 x 25.4 x 19.4 cm),"Purchase, Thomas Jayne Gift, Peter Terian Gift, and Friends of the American Wing Fund, by exchange,1999",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/16745,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.412.2,False,False,16756,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",or,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,ca. 1900–1905,1897,1905,Free-blown Favrile glass,16 1/8 x 8 1/4 in. (41 cm),"Gift of Robert and Gladys Koch, 1999",Made in,,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/16756,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.68,False,False,491128,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491128,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.66,False,False,491126,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491126,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.57,False,False,491117,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491117,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.65,False,False,491125,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491125,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.64,False,False,491124,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491124,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.63,False,False,491123,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491123,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.62,False,False,491122,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491122,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.61,False,False,491121,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491121,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.60,False,False,491120,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491120,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.59,False,False,491119,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491119,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.58,False,False,491118,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491118,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2001.332,False,False,16850,American Decorative Arts,Brooch,Brooch,American,,,,,Retailer|Maker,Attributed to,George Bell|Gustav Manz,"American, active 1904–22|American, 1865–1946",,"Bell, George|Manz, Gustav",American|American,1900 |1865 ,9999 |1946 ,ca. 1905,1900,1910,"Gold, citrine, and seed pearls",Dimensions unavailable,"Purchase, Susan and Jon Rotenstreich Gift, 2001",Made in,New York,,,United States,,,,,,,Jewelry,,http://www.metmuseum.org/art/collection/search/16850,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.107,False,False,491167,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491167,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.108,False,False,491168,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491168,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.109,False,False,491169,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491169,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.191.1,False,True,16589,American Decorative Arts,Vase,Vase,French,,,,,Manufacturer,Manufactured by,Marc Schoelcher,established 1798–1834,,"Schoelcher, Marc",French,1798 ,1834 ,ca. 1815–20,1815,1820,Porcelain,13 3/8 x 10 x 7 5/8 in. (34 x 25.4 x 19.4 cm),"Purchase, Thomas Jayne Gift, Peter Terian Gift, Friends of the American Wing Fund by exchange, 1999",Made in,Paris,,,France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/16589,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.125.422,False,True,3685,American Decorative Arts,Firescreen,Firescreen,American,,,,,Maker,Attributed to,John Townsend,1732–1809,,"Townsend, John",American,1732 ,1809 ,1760–90,1760,1790,Mahogany,55 1/2 x 22 1/2 x 17 in. (141 x 57.2 x 43.2 cm),"Gift of Mrs. Russell Sage, 1909",Made in,Newport,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/3685,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.165,False,False,491225,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491225,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.164,False,False,491224,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491224,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.163,False,False,491223,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491223,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.162,False,False,491222,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491222,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.161,False,False,491221,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491221,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.160,False,False,491220,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491220,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.159,False,False,491219,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491219,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.158,False,False,491218,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491218,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.157,False,False,491217,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491217,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.156,False,False,491216,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491216,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.155,False,False,491215,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491215,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.154,False,False,491214,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491214,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1999.48.1,False,False,16570,American Decorative Arts,Tall clock,Tall Clock,American,,,,,Artist,,Simon Willard,1753–1848,,"Willard, Simon",,1753 ,1848 ,ca. 1800,1797,1803,"Mahogany, mahogany veneer, white pine",95 1/4 x 20 3/8 x 9 1/2 in. (241.9 x 51.8 x 24.1 cm),"Bequest of Marilyn Preston Graves,1999",Made in,Boston,New England,New England,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/16570,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.153,False,False,491213,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491213,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.152,False,False,491212,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491212,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.151,False,False,491211,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491211,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.150,False,False,491210,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491210,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.149,False,False,491209,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491209,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.148,False,False,491208,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491208,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.158,False,True,7658,American Decorative Arts,Soup plate,Soup Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1821–ca. 1834,1818,1837,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/7658,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.166,False,False,491226,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491226,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.167,False,False,491227,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491227,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.168,False,False,491228,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491228,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.424.4,False,False,503353,Musical Instruments,Alto Violin,Alto Violin,American,,,,,Maker|Maker,Assisted by,Carleen M. Hutchins|Reed Raphael Bernstein,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire|Philadelphia, born 1955",,Hutchins Carleen M.|Bernstein Raphael,American|American,1911 |1955 ,2007 |2055 ,1982,1982,1982,Wood,String length 42.2 cm (16-3/4 in.); Body length 52.5 cm (20-3/4 in); Upper bouts 24.4 cm (9-3/4 in.); Center bouts 16.7 cm (6-3/4 in.); Lower bouts 30.8 cm (12-1/4 in.); Rib height 4 cm (1-3/4 in.); Tailpiece length 18.5 cm (7-1/2 in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1988",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503353,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.349.36,False,False,503409,Musical Instruments,Flute,Flute,British,,,,,Maker,,"Thomas Cahusac, Sr.","British, London 1714–1798 London",or Jr.,"Cahusac, Thomas",British,1714 ,1798 ,ca. 1800,1701,1833,"Ivory, silver",61.4 cm/54 cm (24-3/16 in.21-1/4 in.),"Gift of Robert Alonzo Lehman, 1991",,London,,England,United Kingdom,,,,,,,Aerophone-Blow Hole-side-blown flute (transverse),,http://www.metmuseum.org/art/collection/search/503409,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.52a–c,False,False,487365,Modern and Contemporary Art,Vase,Vase,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1923,1923,1923,Porcelain,"H. (with stand) 3-3/8 inches +(8.6 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1923",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487365,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1990.223,True,True,503396,Musical Instruments,Bass Viola da Gamba,Bass Viola da Gamba,British,,,,,Maker,Attributed to,Barak Norman,"British, 1651–1724 London",,Norman Barak,British,1651 ,1724 ,1692,1692,1692,Wood,"Height: 25 1/16 in. (63.7 cm) +Width: 13 11/16 in. (34.8 cm) +Depth: 4 11/16 in. (11.9 cm)","Purchase, Clara Mertens Bequest, in memory of André Mertens, 1990",,London,,England,United Kingdom,,,,,,,Chordophone-Lute-bowed-fretted,,http://www.metmuseum.org/art/collection/search/503396,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1986.81.1a,b,c",False,False,3757,American Decorative Arts,Floor lamp,Floor Lamp,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,1904–15,1904,1915,Leaded glass and bronze,H. 63 in. (160 cm); Diam. 22 in. (55.9 cm),"Bequest of Helen R. Bleibtreu, 1985",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3757,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.28,False,True,544532,Egyptian Art,"Facsimile, Mentuhotep II",Facsimile painting from the temple of Mentuhotep II,,Middle Kingdom,Dynasty 11,reign of Mentuhotep II,,Artist,,Charles K. Wilkinson,,[painted 1920-21],"Wilkinson, Charles K.",,1897 ,1986 ,ca. 2051–2000 B.C.,-2051,-2000,Tempera on paper,"facsimile 53.3 cm (21 in); w. 31.2 cm (12 5/16 in) +Scale 1:2 +framed: h. 59.7 cm (23 1/2 in); w. 40.6 cm (16 in)","Rogers Fund, 1948",From,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,,,,,,,http://www.metmuseum.org/art/collection/search/544532,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +26.37,False,True,487495,Modern and Contemporary Art,Bowl,Bowl,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1924,1924,1924,Porcelain,"H. 2-3/4, Diam. 5-5/8 inches +(7 x 14.3 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1926",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487495,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.424.7,False,False,503356,Musical Instruments,Contrabass Violin,Contrabass Violin,American,,,,,Maker|Maker|Maker,Assisted by|Assisted by,Carleen M. Hutchins|Donald Blatter|Thomas Coleman,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire|American, born Jersey City, New Jersey 1955",,Hutchins Carleen M.|Blatter Donald|Coleman Thomas,American|American,1911 |1955 ,2007 |2055 ,1985,1985,1985,Wood,String length 109.2 cm (43 in.); Body length 129.3 cm (51 in.); Upper bouts 62.7 cm (24-3/4in.); Center bouts 38 cm (15 in.); Lower bouts 79.2 cm (31-1/4 in.); Rib height 16.7 cm (6-3/4in.); Tailpiece length 43.8 cm (17-1/4 in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1988",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503356,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.424.6,False,False,503355,Musical Instruments,Baritone Violin,Baritone Violin,American,,,,,Maker|Maker,Assisted by,Carleen M. Hutchins|Rafael Bronstein,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire",,Hutchins Carleen M.|Bronstein Rafael,American,1911 ,2007 ,1985,1985,1985,Wood,String length 74.1 cm (29-1/4 in.); Body length 86.6 cm (34-1/4 in.); Upper bouts 41.5 cm (16-1/2); Center bouts 28.4 cm (11-1/4 in.); Lower bouts 53.1 cm (21-18 in.) Rib height 13.8 cm; (5-1/2 in.) Tailpiece length 30.1 cm (12 in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1988",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503355,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.424.5,False,False,503354,Musical Instruments,Tenor Violin,Tenor Violin,American,,,,,Maker|Maker|Maker,Assisted by|Assisted by,Carleen M. Hutchins|Louis W. Dunham|Burritt Miller,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire|American, active Maplewood, New Jersey, ca. 1967|American, Bronxville, New York, born 1940",,Hutchins Carleen M.|Dunham Louis W.|Miller Burritt,American|American|American,1911 |1962 |1940 ,2007 |1972 |2040 ,1971,1971,1971,Wood,String L. 61.4 cm (24-1/4 in.); Bodoy L. 65.3 cm (25-3/4; Upper bouts 31.2 cm (12-1/2) in.; Center bouts 21.4 cm (8-1/2 in.); Lower bouts 39.4 cm ( 15-1/2 in.); Rib H. 12 cm (4-3/4 in.); Tailpiece L. 20 cm (8in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1988",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503354,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.424.1,False,False,503350,Musical Instruments,Treble Violin,Treble Violin,American,,,,,Maker|Maker,Assisted by,Carleen M. Hutchins|Carolyn Wilson Field,"Springfield, Massachusetts, 1911–2007 Wolfeboro, New Hampshire|American, New York 1926–",,Hutchins Carleen M.|Field Carolyn,American|American,1911 |1926 ,2007 |2026 ,1986,1986,1986,Wood,String length 22.3 cm (9 in.); Body length 28.9 cm (11-1/2 in.); Upper bouts 13.3 cm (5-1/4 in.); Center bouts 9 cm (4 in.); Lower bouts 16.3 cm (6-1/2 in.); Rib height 2cm (1 in.); Tailpiece length 9.8 cm (4 in.),"Gift of Carleen M. and Morton A. Hutchins and the Harriet M. Bartlett Fund of the Catgut Acoustical Society, Inc., 1988",,Montclair,,New Jersey,United States,,,,,,,Chordophone-Lute-bowed-unfretted,,http://www.metmuseum.org/art/collection/search/503350,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.169,False,False,491229,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491229,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +29.130.3,False,False,487653,Modern and Contemporary Art,Vase,Vase,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1927,1927,1927,Porcelain,"H. 7-1/4 in. (18.4 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1928",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487653,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +29.130.4,False,False,487654,Modern and Contemporary Art,Vase,Vase,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1928,1928,1928,Porcelain,"H. 9-1/8 inches +(23.2 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1928",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487654,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.17,False,False,487681,Modern and Contemporary Art,Bottle,Bottle,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1926,1926,1926,Porcelain,"H. 14-1/4 inches +(36.2 cm.) +","Purchase, Edward C. Moore Jr. Gift, 1930",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487681,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.35,False,False,487683,Modern and Contemporary Art,Vase,Vase,,,,,,Designer,,Adelaide Alsop Robineau,"American, Middletown, Connecticut, 1865–1929 Syracuse, New York",,"Robineau, Adelaide Alsop",American,1865 ,1929 ,1926,1926,1926,Porcelain,"H. 6-3/4 inches +(17.1 cm.) +","Gift of S. E. Robineau, 1930",Made in,Syracuse,,New York,United States,Mid-Atlantic United States,,,,,,Ceramics-Porcelain,,http://www.metmuseum.org/art/collection/search/487683,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.4,False,False,14020,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer|Maker,Manufactured by,Cheney Brothers|Candace Wheeler|Associated Artists,"American, 1838–1955|American, Delhi, New York 1827–1923 New York|1883–1907",,"Cheney Brothers|Wheeler, Candace|Associated, Artists ",American|American,1838 |1827 |1883 ,1955 |1923 |1907 ,ca. 1883,1883,1883,"Silk and wool, woven",26 3/4 x 12 1/2 in. (67.9 x 31.8 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14020,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.324,True,True,503219,Musical Instruments,Viola da Gamba,Viola da Gamba,British,,,,,Maker,labeled,Richard Meares,"British, London 1647–1725 London",,"Meares, Richard",English,1647 ,1725 ,ca. 1680,1660,1700,"Spruce, ebony, maple","Height: 46 1/16 in. (117 cm) +Width (At lower bout): 14 3/4 in. (37.4 cm) +Depth (At bottom block): 5 in. (12.7 cm)","Purchase, Louis V. Bell Fund, Mrs. Vincent Astor Gift, and funds from various donors, 1982",,London,,England,United Kingdom,,,,,,,Chordophone-Lute-bowed-fretted,,http://www.metmuseum.org/art/collection/search/503219,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.171,False,False,491231,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491231,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.179.6,False,True,3697,American Decorative Arts,Pocket bottle,Pocket bottle,American,,,,,Maker|Maker,Attributed to|Attributed to,Henry William Stiegel|American Flint Glass Manufactory,"American (born Germany), Cologne 1729–1785 Charming Forge, Pennsylvania|1764–1774",,"Stiegel, Henry William|American Flint Glass Manufactory ","American, born Germany",1729 |1764 ,1785 |1774 ,1769–74,1769,1774,Blown pattern-molded glass,H. 5 1/4 in. (13.3 cm),"Gift of Frederick W. Hunter, 1913",Made in,Manheim,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3697,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.170,False,False,491230,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491230,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.114.2,False,True,503154,Musical Instruments,Violoncello Bow,Violoncello Bow,British,,,,,Maker,Probably,James Dodd II,"British, London 1792–1865 London",,"Dodd, James",British,1792 ,1865 ,early 19th century,1801,1825,"Wood, other materials",L. of stick 69.8 cm (27-7/16 in.) L. of hair 60 cm (23-5/8 in.) Weight 87.4 gm,"Gift of Dr. Peter Blos, 1984",,London,,England,United Kingdom,,,,,,,Chordophone-Accessories-bow,,http://www.metmuseum.org/art/collection/search/503154,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.147,False,False,491207,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491207,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.110,False,False,491170,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491170,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.146,False,False,491206,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491206,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.125,False,False,491185,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491185,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.124,False,False,491184,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491184,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.123,False,False,491183,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491183,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.122,False,False,491182,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491182,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.121,False,False,491181,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491181,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.120,False,False,491180,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491180,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.119,False,False,491179,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491179,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.48,False,False,3533,American Decorative Arts,Encaustic tile,Encaustic Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Loiz Whitcomb Rhead|American Encaustic Tile Company,"American, New York, 1875–before 1945",,"Rhead, Loiz Whitcomb|American Encaustic Tile Company",American,1875 ,9999 |1945 ,1918,1918,1918,Earthenware,9 1/2 x 6 in. (24.1 x 15.2 cm),"Friends of the American Wing Fund, 1984",Made in,Zanesville,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3533,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.448.1,False,False,3532,American Decorative Arts,Encaustic tile,Encaustic Tile,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Herman Carl Mueller|American Encaustic Tile Company,"1854–1941|American, New York, 1875–before 1945",,"Mueller, Herman Carl|American Encaustic Tile Company",American,1854 |1875 ,1941 |1945 ,ca. 1890,1887,1890,Earthenware,12 1/8 x 18 in. (30.8 x 45.7 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1984",Made in,Zanesville,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3532,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.118,False,False,491178,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491178,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.439.1,False,True,3529,American Decorative Arts,Panel,"Elevator panel from the Manhattan Building, Chicago, Illinois",American,,,,,Manufacturer|Maker|Designer,Manufactured by|Designed by,Winslow Brothers Company|William B. Mundie|William LeBaron Jenney,"American, Chicago, Illinois|1832–1907",,"Winslow Brothers Company|Mundie, William B.|Jenney, William LeBaron",American,1832 ,1907 ,ca. 1889–91,1886,1891,Cast iron,78 3/4 x 12 1/4 in. (200 x 31.1 cm),"Gift of Manhattan Associates, A Partnership, 1981",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/3529,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.439.2,False,False,3528,American Decorative Arts,Panel,"Elevator panel from the Manhattan Building, Chicago, Illinois",American,,,,,Manufacturer|Designer|Maker,Manufactured by|Designed by,Winslow Brothers Company|William LeBaron Jenney|William B. Mundie,"American, Chicago, Illinois|1832–1907",,"Winslow Brothers Company|Jenney, William LeBaron|Mundie, William B.",American,1832 ,1907 ,ca. 1889–91,1886,1891,Cast iron,78 3/4 x 12 1/4 in. (200 x 31.1 cm),"Gift of Manhattan Associates, A Partnership, 1981",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/3528,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.117,False,False,491177,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491177,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.9,False,False,3526,American Decorative Arts,Electric lamp,Electric Lamp,American,,,,,Designer|Maker|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|1902–32|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",American,1848 |1902 |1892 ,1933 |1932 |1902 ,ca. 1902–12,1899,1912,Glass and bronze,H. 10 1/16 in. (25.6 cm); Diam. 4 7/8 in. (12.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3526,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.8,False,False,3525,American Decorative Arts,Electric lamp,Electric Lamp,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1902–12,1899,1912,Glass and bronze,H. 13 1/2 in. (34.3 cm); Diam. 5 3/4 in. (14.6 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/3525,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.116,False,False,491176,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491176,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.115,False,False,491175,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491175,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.114,False,False,491174,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491174,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.113,False,False,491173,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491173,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.112,False,False,491172,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491172,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.111,False,False,491171,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491171,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.126,False,False,491186,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491186,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.127,False,False,491187,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491187,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.128,False,False,491188,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491188,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.137,False,False,491197,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491197,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.145,False,False,491205,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491205,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.2,False,False,7605,American Decorative Arts,Daybed,Daybed,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837,1837,1837,"Mahogany, pine, ash",38 1/2 x 74 x 24 1/2 in. (97.8 x 188 x 62.2 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7605,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.144,False,False,491204,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491204,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.143,False,False,491203,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491203,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.142,False,False,491202,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491202,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.141,False,False,491201,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491201,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.140,False,False,491200,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491200,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.139,False,False,491199,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491199,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.138,False,False,491198,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491198,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.136,False,False,491196,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491196,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.129,False,False,491189,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491189,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.37.1,False,False,3574,American Decorative Arts,Ewer,Ewer,American,,,,,Decorator|Manufacturer,Probably decorated by|Manufactured by,Albert R. Valentien|Rookwood Pottery,"American, Cincinnati, Ohio 1862–1925 San Diego, California|American, Cincinnati, Ohio, 1880–1967",,"Valentien, Albert R.|Rookwood Pottery",American|American,1862 |1880 ,1925 |1967 ,1889,1889,1889,Earthenware,H. 9 1/4 in. (23.5 cm); Diam. 7 1/2 in. (19.1 cm),"Purchase, The Edgar J. Kaufmann Foundation Gift, 1969",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/3574,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.135,False,False,491195,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491195,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.1,False,True,7604,American Decorative Arts,Couch,Couch,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837,1837,1837,"Mahogany, pine, ash",38 1/2 x 74 x 24 1/2 in. (97.8 x 188 x 62.2 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7604,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.134,False,False,491194,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491194,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.133.1,False,True,7599,American Decorative Arts,Sofa,Sofa,American,,,,,Maker,Attributed to,John Jelliff,1813–1893,,"Jelliff, John",American,1813 ,1893 ,1868–70,1868,1870,"Rosewood, ash, pine, mother-of-pearl",45 7/8 x 76 3/4 x 31 in. (116.5 x 194.9 x 78.7 cm),"Gift of Josephine M. Fiala, 1968",Made in,Newark,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/7599,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.133,False,False,491193,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491193,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.132,False,False,491192,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491192,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.131,False,False,491191,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491191,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.42.130,False,False,491190,Modern and Contemporary Art,Textile sample,Sample,American,,,,,Maker|Maker,,Louis A. Stirn|Edmund A. Stirn,"American (born Germany), Frankfurt-am-Main 1863–1962 Staten Island, New York|American (born Germany ?), 1868– (?)",,"Stirn, Louis A.|Stirn, Edmund A.",,1863 |1868 ,1962 |1968 ,1925,1925,1925,"Silk, printed",Dimensions unrecorded,"Gift of Miss M. K. Overbeck, 1943",Object place,New York,,New York,America,Mid-Atlantic,,,,,,Textiles-Printed,,http://www.metmuseum.org/art/collection/search/491190,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.120.506,False,True,8217,American Decorative Arts,Tankard,Tankard,American,,,,,Maker|Maker,Possibly|Possibly,Paul Revere Jr.|Paul Revere Sr.,"American, Boston, Massachusetts 1734–1818 Boston, Massachusetts|1702–1754",,"Revere, Paul, Jr.|Revere, Paul Sr.",American,1734 |1702 ,1818 |1754 ,ca. 1750,1747,1750,Silver,"Overall: 6 3/8 x 5 1/2 in. (16.2 x 14 cm); 17 oz. 12 dwt. (546.9 g) +Base: Diam. 4 1/8 in. (10.5 cm) +Lip: Diam. 3 1/4 in. (8.3 cm)","Bequest of Alphonso T. Clearwater, 1933",Made in,Boston,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8217,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.120.354,False,True,6712,American Decorative Arts,Porringer,Porringer,American,,,,,Maker|Maker,Possibly|Possibly,Richard Pitts|John Pitts,active ca. 1738–48|active ca. 1735,,"Pitts, Richard|Pitts, John",American,1738 |1730 ,1748 |1740 ,ca. 1735,1730,1740,Silver,"Overall: 1 13/16 x 8 1/8 in. (4.6 x 20.6 cm); 8 oz. 11 dwt. (266.2 g) +Body: Diam. 5 3/8 in. (13.7 cm) +Lip: Diam. 5 7/16 in. (13.8 cm)","Bequest of Alphonso T. Clearwater, 1933",Possibly made in|Possibly made in,Boston|Philadelphia,,,United States|United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/6712,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.3,False,False,14019,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Probably manufactured by|Designed by,Cheney Brothers|Tiffany & Wheeler,"American, 1838–1955|1879–1881",,Cheney Brothers|Tiffany & Wheeler,American,1838 |1879 ,1955 |1881 ,ca. 1885,1882,1888,"Silk and metal threads, damask, woven",26 1/4 x 24 1/2 in. (66.7 x 62.2 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14019,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.13,False,False,9456,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1900–1915,1897,1915,Favrile glass,H. 7 7/8 in. (20 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9456,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.39,False,False,9446,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1898–1902,1898,1902,Enamel on copper,H. 2 5/16 in. (5.9 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/9446,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.2,False,True,9447,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1895,1892,1898,Favrile glass,H. 2 in. (5.1 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9447,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.3,False,False,9448,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer,Designed by|Attributed to,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1902–3,1899,1903,Favrile glass,H. 3 1/8 in. (7.9 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9448,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.4,False,False,9449,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Glass and Decorating Company|Louis Comfort Tiffany,"American, 1892–1902|American, New York 1848–1933 New York",,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",American,1892 |1848 ,1902 |1933 ,ca. 1897,1894,1900,Favrile glass,H. 3 5/16 in. (8.4 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9449,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.7,False,False,9451,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1899,1896,1902,Favrile glass,H. 4 5/8 in. (11.7 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9451,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.151,False,True,544627,Egyptian Art,"Facsimile, Rekhmire (TT 100), treasury of Amun","Wine and Papyrus for the Treasuries of Amun, Tomb of Rekhmire",,New Kingdom,Dynasty 18,reign of Thutmose III–early Amenhotep II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 1479–1420 B.C.,-1479,-1420,Tempera on paper,"facsimile: h. 52 cm (20 1/2 in); w. 130 cm (51 3/16 in) +scale 1:1 +framed: h. 55.2 cm (21 3/4 in); w. 132.7 cm (52 1/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544627,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.9,False,False,9453,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1895,1892,1898,Favrile glass,H. 4 in. (10.2 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9453,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.11,False,False,9454,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Favrile glass,H. 6 1/4 in. (15.9 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9454,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.12,False,False,9455,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1903,1900,1906,Favrile glass,Dimensions unavailable,"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9455,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.15,False,False,9457,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1899,1896,1902,Favrile glass,H. 6 5/16 in. (16 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9457,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.31,False,False,9468,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900–1915,1897,1915,Favrile glass,H. 7 1/2 in. (19.1 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9468,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.17,False,False,9458,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,1902–33,1902,1933,Favrile glass,H. 7 3/4 in. (19.7 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9458,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.18,False,False,9459,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1894,1891,1897,Favrile glass,H. 6 1/2 in. (16.5 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9459,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.19,False,False,9460,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1908,1905,1911,Favrile glass,Dimensions unavailable,"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9460,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.20,False,False,9461,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1917,1914,1920,Favrile glass,H. 9 1/16 in. (23 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9461,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.22,False,False,9462,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1899,1896,1902,Favrile glass,H. 8 7/16 in. (21.5 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9462,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.23,False,False,9463,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1899,1896,1902,Favrile glass,H. 10 1/8 in. (25.7 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9463,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.26,False,False,9464,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Favrile glass,H. 17 5/8 in. (44.8 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9464,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.27,False,False,9465,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Favrile glass,H. 15 1/2 in. (39.4 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9465,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.28,False,False,9466,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1893–1900,1893,1900,Favrile glass,H. 16 1/4 in. (41.3 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9466,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.37,False,False,9445,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1898–1902,1898,1902,Enamel on copper,H. 2 1/8 in. (5.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/9445,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.31,False,False,9444,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1898–1902,1898,1902,Enamel on copper,H. 2 9/16 in. (6.5 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/9444,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.28,False,False,9443,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1903,1900,1906,Favrile glass,H. 8 7/16 in. (21.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9443,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.27,False,False,9442,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1900–1902,1900,1902,Favrile glass,H. 15 5/8 in. (39.7 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9442,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.11,False,False,9427,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,1908,1908,1908,Favrile glass,H. 5 1/2 in. (14 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9427,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.12,False,False,9428,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,1905,1905,1905,Favrile glass,H. 9 5/8 in. (24.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9428,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.53,False,False,9167,American Decorative Arts,Umbrella stand,Umbrella Stand,American,,,,,Decorator|Manufacturer,Manufactured by,Albert Haubrich|J. B. Owens Pottery Company,1875–1931|1891–1907,,"Haubrich, Albert|Owens Pottery Company J. B.",German,1875 |1891 ,1931 |1907 ,ca. 1896,1893,1896,Earthenware,H. 22 5/16 in. (56.7 cm); Diam. 11 1/4 in. (28.6 cm),"Gift of Ronald S. Kane, 1969",Made in,Zanesville,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9167,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.14,False,False,9429,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1904,1901,1907,Favrile glass,H. 10 3/8 in. (26.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9429,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.15,False,False,9430,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1913,1910,1916,Favrile glass,6 5/8 x 4 7/8 in. (16.8 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9430,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.32,False,False,544633,Egyptian Art,"Facsimile, Rekhmire (TT 100), rope making","Making Leather Rope, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 28 cm (11 in); w. 50 cm (19 11/16 in) +scale 1:1 +framed: h. 34.3 cm (13 1/2 in); w. 43.8 cm (17 1/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544633,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.17,False,False,9432,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1900–1902,1900,1902,Favrile glass,H. 18 11/16 in. (47.5 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9432,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.18,False,False,9433,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1903,1900,1906,Favrile glass,H. 4 1/2 in. (11.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9433,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.453,False,False,5901,American Decorative Arts,Plaque,Plaque,American,,,,,Manufacturer,Manufactured by,Rookwood Pottery,"American, Cincinnati, Ohio, 1880–1967",,Rookwood Pottery,American,1880 ,1967 ,1919,1919,1919,Earthenware,9 x 12 in. (22.9 x 30.5 cm),"Purchase, Mr. and Mrs. David Lubart Gift, in memory of Katherine J. Lubart, 1944–1975, 1980",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5901,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.13,False,True,544631,Egyptian Art,"Facsimile, Rekhmire (TT 100), drilling stone","Drilling a Stone Vase, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 26.5 cm (10 7/16 in); w. 23.5 cm (9 1/4 in) +scale 1:1 +framed: h. 29.2 cm (11 1/2 in); w. 26.7 cm (10 1/2 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544631,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.20,False,False,9435,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1897,1894,1900,Favrile glass,H. 11 1/4 in. (28.6 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9435,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.21,False,False,9436,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,1898,1898,1898,Porcelaneous earthenware,H. 4 5/8 in. (11.7 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9436,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.22,False,False,9437,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1909,1906,1912,Favrile glass,"16 7/16in. h. (41.8cm) +Body diameter: 8 in. (20.3 cm) +Foot diameter: 5 7/8 in. (14.9 cm)","Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9437,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.12,False,False,5895,American Decorative Arts,Plant stand,Plant Stand,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1902–3,1902,1903,White oak,35 3/4 x 15 1/2 x 15 1/2 in. (90.8 x 39.4 x 39.4 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/5895,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.11,False,False,5894,American Decorative Arts,Plant stand,Plant Stand,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1902–3,1902,1903,White oak,35 3/4 x 15 1/2 x 15 1/2 in. (90.8 x 39.4 x 39.4 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/5894,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.23,False,False,9438,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Furnaces|Louis Comfort Tiffany,"New York|American, New York 1848–1933 New York",,"Tiffany Furnaces|Tiffany, Louis Comfort",American,1848 ,9999 |1933 ,ca. 1905,1903,1908,Favrile glass,3 13/16 x 3 1/2 in. (9.7 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9438,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.25,False,True,544630,Egyptian Art,"Facsimile, Rekhmire (TT 100), jewelry making, bow drill","Stringing and Drilling Beads, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 27.5 cm (10 13/16 in); w. 62.5 cm (24 5/8 in); +scale 1:1 +framed: h. 31.1 cm (12 1/4 in); w. 66 cm (26 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544630,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.25,False,False,9440,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1897,1894,1900,Favrile glass,13 3/8 x 7 1/4 in. (34 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9440,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.91.2,False,True,5880,American Decorative Arts,Pitcher,Pitcher,British (American market),,,,,Maker,,Davenport,active 1794–1887,,"Davenport, ",British,1794 ,1887 ,1857–90,1857,1890,Earthenware,H. 13 in. (33 cm),"Friends of the American Wing Fund, 1982",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5880,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.31,False,True,544625,Egyptian Art,"Facsimile, Rekhmire (TT 100), bakers, basket","Man Carrying Loaves, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 43 cm (16 15/16 in); w. 30.5 cm (12 in) +scale 1:1 +framed: h. 46 cm (18 1/8 in); w. 34 cm (13 3/8 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544625,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +55.213.32,False,False,9469,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1903,Favrile glass,H. 15 5/8 in. (39.7 cm),"Anonymous Gift, 1955",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9469,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.9,False,False,9425,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1912,1909,1915,Favrile glass,H. 5 7/8 in. (14.9 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9425,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +38.52.3,False,True,9825,American Decorative Arts,Window seat,Window Seat,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1810–20,1810,1820,"Mahogany, gilt brass, maple",29 x 42 x 14 1/4 in. (73.7 x 106.7 x 36.2 cm),"Purchase, Joseph Pulitzer Bequest, 1938",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/9825,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.4,False,False,9646,American Decorative Arts,Wall sconce,Wall Sconce,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910,1907,1913,"Glass, bronze",H. 19 1/8 in. (48.6 cm); Diam. 4 7/8 in. (12.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9646,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.5,False,False,9647,American Decorative Arts,Wall sconce,Wall Sconce,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910,1907,1913,"Glass, bronze",H. 19 1/8 in. (48.6 cm); Diam. 4 7/8 in. (12.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9647,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.34,False,True,544617,Egyptian Art,"Facsimile, Rekhmire (TT 100), Syrians, chariot, ingot","Syrians Bringing an Ingot and a Chariot, tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 42 cm (16 9/16 in); w. 55.5 cm (21 7/8 in) +scale 1:1 +framed: h. 45.2 (17 13/16 in); w. 59.7 (23 1/2 in); th. 1.9 cm (3/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544617,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +67.262.11,False,True,5802,American Decorative Arts,Pitcher,Pitcher,American,,,,,Designer|Manufacturer,Probably designed by,Daniel Greatbatch|D. & J. Henderson Flint Stoneware Manufactory,active 1838–ca. 1861|active 1829–33,,"Greatbach, Daniel|Henderson Flint Stoneware Manufactory D. and J.",British,1838 |1829 ,1838 |1829 ,1829–33,1829,1829,Stoneware,H. 6 in. (15.2 cm); Diam. 5 3/8 in. (13.7 cm),"Gift of John C. Cattus, 1967",Made in,Jersey City,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5802,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.14,False,False,544635,Egyptian Art,"Facsimile, Rekhmire (TT 100), leather work","Leather Working, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 24.5 cm (9 5/8 in); w. 33 cm (13 in) +scale 1:1 +framed: h. 26.7 cm (10 1/2 in); w. 36.2 cm (14 1/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544635,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.144.4,False,True,9758,American Decorative Arts,Water goblet,Water Goblet,American,,,,,Maker,Possibly,Christian Dorflinger,1828–1915,,"Dorflinger, Christian",French,1828 ,1915 ,1860–70,1860,1870,Blown lead glass,H. 6 in. (15.2 cm); Diam. 3 1/4 in. (8.3 cm),"Gift of Mrs. D. Chester Noyes, 1969",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9758,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.21,False,False,544636,Egyptian Art,"facsimile, Rekhmire (TT 100), leather work, sandal","Leather Working, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 28 cm (11 in); w. 45.5 cm (17 15/16 in) +scale 1:1 +framed: h. 31.1 cm (12 1/4 in); w. 48.9 cm (19 1/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544636,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.159,False,False,9819,American Decorative Arts,Stained glass window,Magnolias and Irises,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1908,1905,1911,Leaded Favrile glass,60 1/4 x 42 in. (153 x 106.7 cm),"Anonymous Gift, in memory of Mr. and Mrs. A. B. Frank, 1981",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9819,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.514,False,False,9820,American Decorative Arts,Stained glass window,Stained Glass Window,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1900,1900,1900,"Glass, zinc",48 5/8 x 29 3/4 in. (123.5 x 75.6 cm),"Gift of Mr. and Mrs. I. Wistar Morris III, 1983",Made in,Kankekee,,,United States,,,,,,,Glass,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9820,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +53.179.2,False,True,9826,American Decorative Arts,Window stool,Window stool,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1805–15,1805,1815,Mahogany with cherry,32 1/2 x 42 x 15 1/8 in. (82.6 x 106.7 x 38.4 cm),"Gift of Mrs. Screven Lorillard, 1953",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/9826,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +35.101.2,False,True,544634,Egyptian Art,"Facsimile, Rekhmire (TT 100), leather workers","Leather Workers, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,"facsimile: h. 48.5 cm (19 1/8 in); w. 106 cm (41 3/4 in) +Scale 1:1 +framed: h. 30 3/8 in; w. 43 1/4 in","Rogers Fund, 1935",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544634,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.67,False,True,5782,American Decorative Arts,Pitcher,Pitcher,American,,,,,Maker,,Charles Cartlidge and Company,1848–1856,,Cartlidge and Company Charles,,1848 ,1856 ,ca. 1848–56,1845,1856,Porcelain,8 1/8 x 6 1/2 in. (20.6 x 16.5 cm),"Sansbury-Mills Fund, 1979",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5782,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +53.179.3,False,True,9827,American Decorative Arts,Window Stool,Window Stool,American,,,,,Maker,Attributed to the Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1805–15,1805,1815,Mahogany,32 1/2 x 41 3/4 x 15 1/4 in. (82.6 x 106 x 38.7 cm),"Gift of Mrs. Screven Lorillard, 1953",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/9827,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.43,False,True,544615,Egyptian Art,"Facsimile, Rekhmire (TT 100), Syrians, elephant, bear, ingot","Syrians Bringing an Elephant and a Bear, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","H. 45 cm (17 11/16 in.); W. 51 cm (20 1/16 in.) +Framed: H. 48.5 cm (19 1/8 in.); W. 54.1 cm (21 5/16 in.)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544615,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.9,False,False,9828,American Decorative Arts,Window seat,Window Seat,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837,1837,1837,"Mahogany, ash, pine",16 1/4 x 44 3/4 x 14 in. (41.3 x 113.7 x 35.6 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/9828,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +66.221.10,False,True,9829,American Decorative Arts,Window seat,Window Seat,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1837,1837,1837,"Mahogany, ash, pine",16 1/4 x 44 3/4 x 14 in. (41.3 x 113.7 x 35.6 cm),"Purchase, L. E. Katzenbach Fund Gift, 1966",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/9829,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.143.8,False,True,9845,American Decorative Arts,Window cornice,Window Cornice,American,,,,,Maker,Attributed to,John Jelliff,1813–1893,,"Jelliff, John",American,1813 ,1893 ,ca. 1870,1867,1870,"Rosewood, gilt, and mother-of-pearl",Dimensions unavailable,"American Wing Restricted Building Fund, 1968",Made in,Newark,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/9845,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.143.9,False,True,9846,American Decorative Arts,Window cornice,Window Cornice,American,,,,,Maker,Attributed to,John Jelliff,1813–1893,,"Jelliff, John",American,1813 ,1893 ,ca. 1870,1867,1870,"Rosewood, gilt, and mother-of-pearl",Dimensions unavailable,"American Wing Restricted Building Fund, 1968",Made in,Newark,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/9846,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.143.10,False,True,9847,American Decorative Arts,Window cornice,Window Cornice,American,,,,,Maker,Attributed to,John Jelliff,1813–1893,,"Jelliff, John",American,1813 ,1893 ,ca. 1870,1867,1870,"Rosewood, gilt, and mother-of-pearl",Dimensions unavailable,"American Wing Restricted Building Fund, 1968",Made in,Newark,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/9847,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.438.5,False,False,9848,American Decorative Arts,Window,"Window from Auldbrass Plantation near Yemassee, South Carolina",American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,ca. 1940,1937,1940,Cyprus board and glass,11 3/4 x 55 3/4 x 1 7/8 in. (29.8 x 141.6 x 4.8 cm),"Gift of Jessica Stevens Loring, 1981",Made in,Chicago,,,United States,,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9848,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.3,False,False,9645,American Decorative Arts,Wall sconce,Wall Sconce,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910,1907,1913,"Glass, bronze",H. 19 1/8 in. (48.6 cm); Diam. 4 7/8 in. (12.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9645,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.2,False,False,9644,American Decorative Arts,Wall sconce,Wall Sconce,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1910,1907,1913,"Glass, bronze",H. 19 1/8 in. (48.6 cm); Diam. 4 7/8 in. (12.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9644,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1976.105,False,False,9620,American Decorative Arts,Wall mural and fountain,Garden Landscape,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1905–15,1905,1915,Favrile-glass mosaic,103 1/2 x 114 in. (262.9 x 289.6 cm),"Gift of Lillian Nassau, 1976",Made in,New York,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/9620,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1985.212.2,False,False,9581,American Decorative Arts,Vase,Vase,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1890–1900,1890,1900,Copper,29 1/8 x 4 1/8 x 4 1/8 in. (74 x 10.5 x 10.5 cm),"Gift of Charles L. and Jane D. Kaufmann, 1985",Made in,Chicago,,,United States,,,,,,,Metal,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9581,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.251,False,False,9470,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1895,1892,1898,Favrile glass,9 5/8 x 5 1/2 in. (24.4 x 14 cm),"Gift of Mr. and Mrs. Lawrence Morris, 1962",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9470,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +33.120.313,False,True,5844,American Decorative Arts,Cream pot,Creampot,American,,,,,Maker|Maker,Possibly by|Possibly by,Stephen Reeves|Samuel Richards Jr.,"active ca. 1767–76|American, 1768–1827",,"Reeves, Stephen|Richards, Samuel Jr.",American,1764 |1768 ,1776 |1827 ,1775–1800,1775,1800,Silver,"Overall: 6 x 5 in. (15.2 x 12.7 cm); 7 oz. (218.1 g) +Foot: 2 5/16 x 2 5/16 in. (5.9 x 5.9 cm)","Bequest of Alphonso T. Clearwater, 1933",Possibly made in|Possibly made in,Philadelphia|New York,,,United States|United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/5844,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.263.1,False,False,9471,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1895,1892,1898,Favrile glass,H. 10 3/16 in. (25.9 cm); Diam. 5 7/8 in. (14.9 cm),"Gift of Fenton L. B. Brown, in memory of his mother, Blanche Butler Brown, 1969",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9471,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.16,False,False,9472,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Glass and Decorating Company|Louis Comfort Tiffany,"American, 1892–1902|American, New York 1848–1933 New York",,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",American,1892 |1848 ,1902 |1933 ,1895–1910,1895,1910,Favrile glass,H. 7 3/8 in. (18.7 cm); Diam. 2 1/2 in. (6.4 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9472,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.132.1,False,False,9474,American Decorative Arts,Vase,Vase,American,,,,,Designer,Designed by,Louis Comfort Tiffany,"American, New York 1848–1933 New York",,"Tiffany, Louis Comfort",American,1848 ,1933 ,ca. 1906,1903,1909,Favrile glass,H. 11 3/4 in. (29.8 cm); Diam. 3 1/4 in. (8.3 cm),"Gift of Mr. and Mrs. V. James Cole, 1981",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9474,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.30,False,True,544624,Egyptian Art,"Facsimile, Rekhmire (TT 100), bakers","Preparing and Cooking Cakes, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 43.5 cm (17 1/8 in); w. 32.5 cm (12 13/16 in) +scale 1:1 +framed: h. 47 cm (18 1/2 in); w. 35.6 cm (14 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544624,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.15,False,True,544623,Egyptian Art,"Facsimile, Rekhmire (TT 100), cooking","Cooking Cakes with Fat, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 35.5 cm (14 in); w. 24 cm (9 7/16 in) +scale 1:1 +framed: h. 39.4 cm (15 1/2 in); w. 27.9 cm (11 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544623,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.16,False,True,544622,Egyptian Art,"Facsimile, Rekhmire (TT 100), cooking","Preparing Dough, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 30.5 cm (12 in); w. 50 cm (19 11/16 in) +scale 1:1 +framed: h. 33.7 cm (13 1/4 in); w. 53.3 cm (21 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544622,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.24,False,True,544621,Egyptian Art,"Facsimile, Rekhmire (TT 100), cooking","Sifting Meal, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 20.5 cm (8 1/16 in); w. 44.5 cm (17 1/2 in) +scale 1:1 +framed: h. 24.1 cm (9 1/2 in); w. 47.6 cm (18 3/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544621,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.17,False,True,544620,Egyptian Art,"Facsimile, Rekhmire (TT 100), cooking","Pounding Meal, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 43.5 cm (17 1/8 in); w. 20 cm (7 7/8 in) +scale 1:1 +framed: h. 46.4 cm (18 1/4 in); w. 23.5 cm (9 1/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544620,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.444,False,False,9487,American Decorative Arts,Vase,Vase,American,,,,,Maker|Maker|Designer,Designed by,(Stourbridge Glass Company)|Tiffany Glass and Decorating Company|Louis Comfort Tiffany,"American, 1892–1902|American, New York 1848–1933 New York",,"Stourbridge Glass Company|Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",American,1892 |1848 ,9999 |1902 |1933 ,1898–1902,1898,1902,Enamel on copper,H. 14 1/2 in. (36.8 cm),"Gift of William D. and Rose D. Barker, 1981",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/9487,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1991.358.2,False,True,5828,American Decorative Arts,Pitcher,Pitcher,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Union Porcelain Works|Karl L. H. Müller,1863–ca. 1922|1820–1887,,"Union Porcelain Works |Müller, Karl L. H.",American,1863 |1820 ,1922 |1890 ,1875,1875,1875,Porcelain,H. 9 1/4 in. (23.5 cm),"Gift of Emma and Jay A. Lewis, 1991",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5828,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1989.34,False,True,5827,American Decorative Arts,Pitcher,Pitcher,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Union Porcelain Works|Karl L. H. Müller,1863–ca. 1922|1820–1887,,"Union Porcelain Works |Müller, Karl L. H.",American,1863 |1820 ,1922 |1890 ,1875,1875,1875,Parian porcelain,H. 8 3/16 in. (20.8 cm),"Purchase, Mrs. Sarah V. Gayley Gift, 1989",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5827,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.9,False,True,544619,Egyptian Art,"Facsimile, Rekhmire (TT 100), gifts","Gifts from Western Asia, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 60.5 cm (23 13/16 in); w. 23.5 cm (9 1/4 in) +scale 1:1 +framed: h. 26.7 cm (10 1/2 in); w. 63.5 cm (25 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544619,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1973.93,False,False,9490,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Albert R. Valentien|Rookwood Pottery,"American, Cincinnati, Ohio 1862–1925 San Diego, California|American, Cincinnati, Ohio, 1880–1967",,"Valentien, Albert R.|Rookwood Pottery",American|American,1862 |1880 ,1925 |1967 ,ca. 1881,1878,1881,Probably earthenware,H. 7 in. (17.8 cm); Diam. 5 in. (12.7 cm),"Purchase, Mrs. Russell Sage Gift, 1973",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9490,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.248.3,False,False,9494,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Frank Lloyd Wright|Minic Accessories,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd|Minic, Accessories ",American,1867 ,1959 |9999 ,ca. 1955,1952,1955,"Mahogany, ebonized wood, sheet metal",31 7/8 x 6 1/2 x 6 1/2 in. (81 x 16.5 x 16.5 cm),"Gift of Minic Custom Woodwork, Inc. New York, 1983",Made in,,,,United States,,,,,,,Natural Substances,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9494,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +26.25.4,False,True,9569,American Decorative Arts,Vase,Vase,Dutch,,,,,Designer|Manufacturer,Designed by|Manufactured by,Justus Brouwer|The Porcelain Axe,"Dutch, active 1739–1775",,"Brouwer, Justus|Porcelain, Axe The",Dutch,1739 ,1775 ,1739–75,1739,1775,Earthenware,H. 10 3/8 in. (26.4 cm),"Rogers Fund, 1926",Made in,Delft,,,Netherlands,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9569,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +26.25.5,False,True,9570,American Decorative Arts,Vase,Vase,Dutch,,,,,Designer|Manufacturer,Designed by|Manufactured by,Justus Brouwer|The Porcelain Axe,"Dutch, active 1739–1775",,"Brouwer, Justus|Porcelain, Axe The",Dutch,1739 ,1775 ,1739–75,1739,1775,Earthenware,H. 10 3/8 in. (26.4 cm),"Rogers Fund, 1926",Made in,Delft,,,Netherlands,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9570,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1985.212.1,False,False,9580,American Decorative Arts,Vase,Vase,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1890–1900,1890,1900,Copper,29 1/8 x 4 1/8 x 4 1/8 in. (74 x 10.5 x 10.5 cm),"Gift of Charles L. and Jane D. Kaufmann, 1985",Made in,Chicago,,,United States,,,,,,,Metal,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9580,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.10,False,False,9426,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1910,1907,1913,Favrile glass,H. 6 1/8 in. (15.6 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9426,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +12.133.3,False,True,5957,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Andrew Uhler,active ca. 1801–10,,"Uhler, Andrew",,1798 ,1810 ,1810,1810,1810,Earthenware; Redware with sgraffito decoration,Diam. 10 1/2 in. (26.7 cm),"Rogers Fund, 1912",Made in,,Northampton County,Northampton County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5957,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.2,False,False,4779,American Decorative Arts,Letter opener,Letter Opener,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",H. 9 1/8 in. (23.2 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4779,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.507,False,False,9312,American Decorative Arts,Vase,Vase,American,,,,,Manufacturer,Manufactured by,Gates Potteries (Teco Pottery),ca.1890–ca.1927,,Gates Potteries ,,1887 ,1927 ,ca. 1901–22,1898,1922,Earthenware,H. 5 5/8 in. (14.3 cm); Diam. 5 in. (12.7 cm),"Gift of Stephen Spector, 1978",Made in,,McHenry,McHenry,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9312,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.8,False,False,6175,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,John & William Ridgway,"British, Shelton, active ca. 1814–30",,"Ridgway, John & William",British,1809 ,1830 ,ca. 1814–ca. 1830,1811,1833,"Earthenware, transfer-printed",Diam. 9 3/4 in. (24.8 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6175,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.311.3,False,False,9343,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Dard Hunter|Roycroft,"American, Steubenville, Ohio 1883–1966 Chillicothe, Ohio|1895–1938",,"Hunter, Dard|Roycroft ",American,1883 |1895 ,1966 |1938 ,ca. 1906,1903,1906,Porcelain,H. 9 in. (22.9 cm),"Purchase, Theodore R. Gamble Jr. Gift, in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Made in,Buffalo,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9343,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.188,False,False,9314,American Decorative Arts,Vase,Vase,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Gates Potteries (Teco Pottery)|William Day Gates,ca.1890–ca.1927|1852–1935,,"Gates Potteries |Gates, William Day",,1887 |1852 ,1927 |1935 ,ca. 1901–22,1898,1922,Earthenware,H. 22 in. (55.9 cm); Diam. 11 1/2 in. (29.2 cm),"Gift of Theodore R. Gamble, Jr., in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Made in,,McHenry,McHenry,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9314,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +12.133.2,False,True,6207,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Henry Troxel,active 1799–1829,,"Troxel, Henry",,1799 ,1829 ,1818,1818,1818,Earthenware; Redware with sgraffito decoration,Diam. 10 in. (25.4 cm),"Rogers Fund, 1912",Made in,,Montgomery County,Montgomery County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6207,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.311.4,False,False,9344,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Dard Hunter|Roycroft,"American, Steubenville, Ohio 1883–1966 Chillicothe, Ohio|1895–1938",,"Hunter, Dard|Roycroft ",American,1883 |1895 ,1966 |1938 ,ca. 1906,1903,1906,Earthenware,H. 3 1/4 in. (8.3 cm); Diam. 13 3/4 in. (34.9 cm),"Purchase, Theodore R. Gamble Jr. Gift, in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Probably made in,Buffalo,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9344,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.311.5,False,False,9345,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Dard Hunter|Roycroft,"American, Steubenville, Ohio 1883–1966 Chillicothe, Ohio|1895–1938",,"Hunter, Dard|Roycroft ",American,1883 |1895 ,1966 |1938 ,ca. 1906,1903,1906,Earthenware,H. 6 7/8 in. (17.5 cm),"Purchase, Theodore R. Gamble Jr. Gift, in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Probably made in,Buffalo,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9345,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.311.6,False,False,9346,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Dard Hunter|Roycroft,"American, Steubenville, Ohio 1883–1966 Chillicothe, Ohio|1895–1938",,"Hunter, Dard|Roycroft ",American,1883 |1895 ,1966 |1938 ,ca. 1906,1903,1906,Earthenware,H. 9 7/8 in. (25.1 cm),"Purchase, Theodore R. Gamble Jr. Gift, in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Probably made in,Buffalo,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9346,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.140,False,True,6166,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,John Neis,1785–1867,,"Neis, John",,1785 ,1867 ,ca. 1810–20,1810,1820,Earthenware; Redware with sgraffito decoration,H. 10 in. (25.4 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Montgomery County,Montgomery County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6166,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.123,False,True,6165,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,John Neis,1785–1867,,"Neis, John",,1785 ,1867 ,ca. 1800–1810,1797,1810,Earthenware; Redware with sgraffito decoration,Diam. 12 5/8 in. (32.1 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Montgomery County,Montgomery County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6165,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +45.147,False,False,9355,American Decorative Arts,Vase,Chief Joseph of the Nez Perce,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,William Purcell McDonald|Rookwood Pottery,"American, Cincinnati, Ohio 1864–1931 Cincinnati, Ohio|American, Cincinnati, Ohio, 1880–1967",,"McDonald, William Purcell|Rookwood Pottery",American|American,1864 |1880 ,1931 |1967 ,1898,1898,1898,Earthenware,H. 14 in. (35.6 cm),"Gift of Wells M. Sawyer, 1945",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9355,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.312,False,True,6150,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Job & John Jackson,active 1831–35,,"Jackson, Job & John",,1831 ,1835 ,ca. 1831–ca. 1835,1828,1838,"Earthenware, transfer-printed",Diam. 6 1/4 in. (15.9 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6150,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.423,False,True,6162,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,"Mellor, Venables & Co.",active ca. 1834–51,,"Mellor, Venables & Co. ",,1831 ,1851 ,ca. 1840–ca. 1845,1837,1848,"Earthenware, transfer-printed",Diam. 8 1/8 in. (20.6 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6162,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.367,False,True,6161,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,"Mellor, Venables & Co.",active ca. 1834–51,,"Mellor, Venables & Co. ",,1831 ,1851 ,ca. 1840–ca. 1845,1837,1848,"Earthenware, transfer-printed",Diam. 9 1/4 in. (23.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6161,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.10,False,True,6160,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,"Mellor, Venables & Co.",active ca. 1834–51,,"Mellor, Venables & Co. ",,1831 ,1851 ,ca. 1834–ca. 1851,1831,1854,"Earthenware, transfer-printed",Diam. 8 3/8 in. (21.3 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6160,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +46.67.42,False,False,6211,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,1770–1800,1770,1800,"Earthenware, lusterware",8 1/8 x 7 7/8 in. (20.6 x 20 cm),"Gift of the Members of the Committee of the Bertha King Benkard Memorial Fund, 1946",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6211,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +46.67.43,False,False,6212,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,1770–1800,1770,1800,"Earthenware, lusterware",8 1/8 x 7 7/8 in. (20.6 x 20 cm),"Gift of the Members of the Committee of the Bertha King Benkard Memorial Fund, 1946",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6212,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.156,False,True,6157,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Thomas Mayer,active ca. 1826–38,,"Mayer, Thomas",,1823 ,1838 ,ca. 1826–ca. 1835,1823,1838,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6157,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.34,False,True,6156,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Thomas Mayer,active ca. 1826–38,,"Mayer, Thomas",,1823 ,1838 ,ca. 1826–ca. 1835,1823,1838,"Earthenware, transfer-printed",Diam. 8 1/2 in. (21.6 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6156,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.307.6,False,False,6155,American Decorative Arts,Plate,Plate,American,,,,,Decorator|Manufacturer,Manufactured by,Anna B. Leonard|T & V,,,"Leonard, Anna B.|T & V",French,,9999 |9999 ,ca. 1899–1903,1896,1903,"Porcelain, overglaze luster decoration",H. 7/8 in. (2.2 cm); Diam. 6 1/2 in. (16.5 cm),"Purchase, Friends of the American Wing Fund and Anonymous Gift, 1986",Made in|Made in,Limoges,Haute-Vienne,Haute-Vienne,United States|France,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6155,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1981.443,False,False,9366,American Decorative Arts,Vase,Aladdin Vase,American,,,,,Decorator|Manufacturer,Manufactured by,Maria Longworth Nichols|Rookwood Pottery,"American, 1849–1932|American, Cincinnati, Ohio, 1880–1967",,"Nichols, Maria Longworth|Rookwood Pottery",American|American,1849 |1880 ,1932 |1967 ,1880–83,1880,1883,Earthenware,H. 30 in. (76.2 cm); Diam. 18 1/4 in. (46.4 cm),"Gift of Marcia and William Goodman, 1981",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9366,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.311.2,False,False,9342,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Dard Hunter|Roycroft,"American, Steubenville, Ohio 1883–1966 Chillicothe, Ohio|1895–1938",,"Hunter, Dard|Roycroft ",American,1883 |1895 ,1966 |1938 ,1906,1906,1906,Porcelain,H. 13 1/4 in. (33.7 cm),"Purchase, Theodore R. Gamble Jr. Gift, in honor of his mother, Mrs. Theodore Robert Gamble, 1982",Probably made in,Buffalo,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9342,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.252,False,True,6178,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Ridgway & Co.,active ca. 1834–1854,,Ridgway & Co. William,,1834 ,1854 ,ca. 1840–ca. 1854,1837,1857,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6178,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.289,False,False,6180,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Ridgway & Co.,active ca. 1834–1854,,Ridgway & Co. William,,1834 ,1854 ,ca. 1840–ca. 1854,1837,1857,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6180,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.316,False,True,6181,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,"William Ridgway, Son & Co.",active ca. 1836–48,,"Ridgway, Son & Co. William",,1833 ,1848 ,ca. 1844–ca. 1846,1841,1849,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6181,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.172,False,True,6203,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1824–ca. 1836,1821,1839,"Earthenware, transfer-printed",Diam. 8 7/8 in. (22.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6203,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.106,False,True,6202,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1824–ca. 1836,1821,1839,"Earthenware, transfer-printed",Diam. 8 7/8 in. (22.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6202,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.74,False,True,6201,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1822–ca. 1836,1819,1839,"Earthenware, transfer-printed",16 1/2 x 13 3/8 in. (41.9 x 34 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6201,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.15,False,False,6200,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1824–ca. 1836,1821,1839,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Gift of Mrs. Abraham Lansing, 1920",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6200,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.11,False,True,6199,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1825–ca. 1836,1822,1839,"Earthenware, transfer-printed",Diam. 9 in. (22.9 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6199,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.292,False,True,6198,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Ralph Stevenson & Williams,active ca. 1825–27,,"Stevenson, & Williams Ralph",,1822 ,1827 ,ca. 1825–ca. 1827,1822,1830,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6198,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.209,False,True,6197,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Possibly,Ralph Stevenson & Williams,active ca. 1825–27,,"Stevenson, & Williams Ralph",,1822 ,1827 ,ca. 1825–ca. 1827,1822,1830,"Earthenware, transfer-printed",Diam. 8 3/4 in. (22.2 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6197,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.131,False,True,6196,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,Possibly,Ralph Stevenson & Williams,active ca. 1825–27,,"Stevenson, & Williams Ralph",,1822 ,1827 ,ca. 1825–ca. 1827,1822,1830,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6196,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.9,False,False,6195,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Ralph Stevenson & Williams,active ca. 1825–27,,"Stevenson, & Williams Ralph",,1822 ,1827 ,ca. 1825–ca. 1827,1822,1830,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6195,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.57.6,False,False,6193,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Ralph Stevenson,"British, active Cobridge, ca. 1810–32",,"Stevenson, Ralph",British,1805 ,1832 ,ca. 1810–ca. 1830,1807,1833,"Earthenware, transfer-printed",Diam. 6 3/4 in. (17.1 cm),"Gift of Mrs. Abraham Lansing, 1910",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6193,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.121,False,True,6191,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,David Spinner,1758–1811,,"Spinner, David",,1758 ,1758 ,ca. 1800,1797,1800,Earthenware; Redware with sgraffito decoration,Diam. 11 3/4 in. (29.8 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6191,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +12.177.3,False,True,6189,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,David Spinner,1758–1811,,"Spinner, David",,1758 ,1758 ,ca. 1800,1800,1800,Earthenware; Redware,Diam. 11 5/8 in. (29.5 cm),"Rogers Fund, 1912",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6189,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.117,False,True,6188,American Decorative Arts,Plate,Plate,American,,,,,Maker,Possibly,Conrad Mumbouer,1761–1845,,"Mumbouer, Conrad",,1761 ,1845 ,ca. 1794–1844,1794,1844,Earthenware; Redware with sgraffito decoration,Diam. 13 3/8 in. (34 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6188,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +90.11,False,True,6187,American Decorative Arts,Plate,Plate,,,,,,Maker,Possibly,Sadler and Green,1761–ca. 1777,,Sadler and Green ,,1761 ,1777 ,1752–96,1752,1796,"Earthenware, transfer-printed (American market)",H. 9 in. (22.9 cm),"Gift of Emma S. and Harriet R. White, 1890",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6187,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.124,True,True,6186,American Decorative Arts,Plate,Plate,American,,,,,Maker,Possibly,Heinrich Roth,active ca. 1790–1810,,"Roth, Heinrich",,1790 ,1810 ,1793,1793,1793,Earthenware; Redware with sgraffito decoration,Diam. 12 1/4 in. (31.1 cm),"Gift of Mrs. Robert W. de Forest, 1933",Possibly made in,,Northampton County,Northampton County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6186,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.122,False,True,6185,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Henry Roudebuth,active ca. 1790–1816,,"Roudebuth, Henry",,1787 ,1816 ,ca. 1816,1813,1816,Earthenware; Redware,Diam. 11 3/4 in. (29.8 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Montgomery County,Montgomery County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6185,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.228,False,True,6184,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,John Rogers & Son,active ca. 1815–42,,Rogers & Son John,,1812 ,1842 ,ca. 1815–ca. 1842,1812,1845,"Earthenware, transfer-printed",Diam. 8 1/2 in. (21.6 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6184,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.327,False,False,6183,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Ridgway & Co.,active ca. 1834–1854,,Ridgway & Co. William,,1834 ,1854 ,ca. 1840–ca. 1854,1837,1857,"Earthenware, transfer-printed",Diam. 7 in. (17.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6183,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.322,False,False,6182,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,William Ridgway & Co.,active ca. 1834–1854,,Ridgway & Co. William,,1834 ,1854 ,ca. 1840–ca. 1854,1837,1857,"Earthenware, transfer-printed",Diam. 10 1/8 in. (25.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6182,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +46.67.44,False,False,6213,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Josiah Wedgwood and Sons,1759–present,,"Wedgwood and Sons, Josiah",,1759 ,9999 ,1770–1800,1770,1800,"Earthenware, lusterware",8 1/8 x 7 7/8 in. (20.6 x 20 cm),"Gift of the Members of the Committee of the Bertha King Benkard Memorial Fund, 1946",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6213,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.301,False,True,6149,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Job & John Jackson,active 1831–35,,"Jackson, Job & John",,1831 ,1835 ,ca. 1831–ca. 1835,1828,1838,"Earthenware, transfer-printed",Diam. 8 7/8 in. (22.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6149,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.145.1,False,True,5960,American Decorative Arts,Plate,Plate,American,,,,,Maker,Possibly,David Spinner,1758–1811,,"Spinner, David",,1758 ,1758 ,ca. 1810,1800,1810,"Earthenware; Redware with slip decoration +",Diam. 12 in. (30.5 cm),"Rogers Fund, 1913",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5960,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.226,False,True,6010,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Solomon Grimm,1787–1847,,"Grimm, Solomon",,1787 ,1847 ,ca. 1815–25,1815,1825,Earthenware; Redware with sgraffito and slip decoration,Diam. 9 3/4 in. (24.8 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Berks County,Berks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6010,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.1,False,False,9417,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1906,1903,1909,Favrile glass,H. 4 7/8 in. (12.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9417,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.2,False,False,9418,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company,"American, New York 1848–1933 New York|American, 1892–1902",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",American,1848 |1892 ,1933 |1902 ,ca. 1900,1897,1900,Favrile glass,H. 10 3/4 in. (27.3 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9418,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.3,False,False,9419,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1915,1912,1918,Favrile glass,H. 3 7/8 in. (9.8 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9419,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.174,False,True,6228,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 8 3/4 in. (22.2 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6228,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.328,False,True,6029,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Thomas Mayer,active ca. 1826–38,,"Mayer, Thomas",,1823 ,1838 ,ca. 1826–ca. 1838,1823,1841,"Earthenware, transfer-printed",Diam. 4 in. (10.2 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6029,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.325,False,True,6026,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,William Adams & Sons,"British, active ca. 1819–present",,"William, Adams & Sons",British,1814 ,2063 ,ca. 1830–ca. 1864,1827,1867,"Earthenware, transfer-printed",Diam. 4 in. (10.2 cm),"Bequest of Constance R. Brown, 1939",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6026,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.323,False,True,6024,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1822–ca. 1836,1819,1839,"Earthenware, transfer-printed",Diam. 3 1/4 in. (8.3 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6024,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.320,False,True,6022,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,Joseph Clementson,active ca. 1839–67,,"Clementson, Joseph",,1836 ,1867 ,ca. 1839–ca. 1867,1836,1870,"Earthenware, transfer-printed",Diam. 4 in. (10.2 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6022,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +40.150.319,False,True,6021,American Decorative Arts,Cup plate,Cup Plate,British (American market),,,,,Maker,,E. Challinor & Co.,active 1845–1862,,Challinor & Co. E.,,1845 ,1862 ,ca. 1850,1847,1850,"Earthenware, transfer-printed",Diam. 4 1/4 in. (10.8 cm),"Bequest of Constance R. Brown, 1939",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6021,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.4,False,False,9420,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1912,1909,1915,Favrile glass,5 3/16 x 3 1/4 in. (13.2 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9420,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.297,False,True,6148,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Job & John Jackson,active 1831–35,,"Jackson, Job & John",,1831 ,1835 ,ca. 1831–ca. 1835,1828,1838,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6148,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.5,False,False,9421,American Decorative Arts,Vase,Vase,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,1912–15,1912,1915,Favrile glass,H. 6 5/8 in. (16.8 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9421,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.6,False,False,9422,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker|Maker,Designed by,Louis Comfort Tiffany|Tiffany Glass and Decorating Company|Tiffany Studios,"American, New York 1848–1933 New York|American, 1892–1902|1902–32",,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",American,1848 |1892 |1902 ,1933 |1902 |1932 ,1912,1912,1912,Favrile glass,H. 5 1/16 in. (12.9 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9422,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.7,False,False,9423,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1912,1909,1915,Favrile glass,H. 4 3/4 in. (12.1 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9423,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.128,False,True,5999,American Decorative Arts,Plate,Plate,American,,,,,Artist,Possibly,Conrad Mumbouer,1761–1845,,"Mumbouer, Conrad",,1761 ,1845 ,ca. 1794–1844,1794,1844,"Earthenware; Redware with sgraffito decoration +",Diam. 11 3/4 in. (29.8 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5999,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +51.121.8,False,False,9424,American Decorative Arts,Vase,Vase,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Furnaces,"American, New York 1848–1933 New York|New York",,"Tiffany, Louis Comfort|Tiffany Furnaces",American,1848 ,1933 |9999 ,ca. 1903,1900,1906,Favrile glass,H. 11 3/16 in. (28.4 cm),"Gift of Louis Comfort Tiffany Foundation, 1951",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9424,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +18.95.3,False,True,5986,American Decorative Arts,Plate,Plate,American,,,,,Artist,Attributed to,Heinrich Stofflet,active 1812–30,,"Stofflet, Heinrich",,1812 ,1830 ,1814,1814,1814,Earthenware; Redware with sgraffito decoration,Diam. 11 1/2 in. (29.2 cm),"Rogers Fund, 1918",Made in,,Northampton County,Northampton County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5986,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +17.147,False,True,5984,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Solomon Grimm,1787–1847,,"Grimm, Solomon",,1787 ,1847 ,1815–25,1815,1825,Earthenware; Redware,Diam. 9 5/8 in. (24.4 cm),"Rogers Fund, 1917",Made in,,Berks County,Berks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5984,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +17.99,False,True,5978,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Solomon Grimm,1787–1847,,"Grimm, Solomon",,1787 ,1847 ,1816,1816,1816,Earthenware; Redware,Diam. 9 1/2 in. (24.1 cm),"Rogers Fund, 1917",Made in,,Berks County,Berks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5978,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +13.206.3,False,True,5962,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,Solomon Grimm,1787–1847,,"Grimm, Solomon",,1787 ,1847 ,1815–25,1815,1825,Earthenware; Redware,Diam. 9 1/2 in. (24.1 cm),"Rogers Fund, 1913",Made in,,Berks County,Berks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/5962,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.320,False,True,6095,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Anthony Shaw,active ca. 1851–82,,"Shaw, Anthony",,1848 ,1882 ,ca. 1851,1848,1851,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Possibly made in|Possibly made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6095,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.115,False,True,6227,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1828–ca. 1846,1825,1849,"Earthenware, transfer-printed",Diam. 10 1/8 in. (25.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6227,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.97,False,True,6226,American Decorative Arts,Soup plate,Soup Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 10 1/8 in. (25.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6226,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +16.83.7,False,True,6221,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,"Henshall, Williamson & Co.",ca. 1802–28,,"Henshall, Williamson & Co. ",,1799 ,1828 ,ca. 1824–ca. 1828,1821,1831,"Earthenware, transfer-printed",Diam. 10 1/8 in. (25.7 cm),"Bequest of May Leask, 1916",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6221,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.291,False,True,6147,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Job & John Jackson,active 1831–35,,"Jackson, Job & John",,1831 ,1835 ,ca. 1831,1828,1831,"Earthenware, transfer-printed",Diam. 8 7/8 in. (22.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6147,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1984.131,False,False,9372,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Mary Chase Perry|Pewabic Pottery,1867–1961|1903–1961,,"Perry, Mary Chase|Pewabic Pottery ",American,1867 |1903 ,1961 |1961 ,ca. 1917,1914,1917,Earthenware,H. 11 in. (27.9 cm); Diam. 6 in. (15.2 cm),"Friends of the American Wing Fund, 1984",Made in,Detroit,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9372,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +64.200,False,False,9373,American Decorative Arts,Vase,Vase,American,,,,,Maker,,Quezal Art Glass and Decorating Company,1901–ca. 1924,,Quezal Art Glass and Decorating Company ,,1901 ,1924 ,1902–18,1902,1918,Blown glass,H. 12 3/4 in. (32.4 cm); Diam. 6 1/16 in. (15.4 cm),"Rogers Fund, 1964",Made in,New York,Brooklyn,Brooklyn,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9373,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.17,False,False,9385,American Decorative Arts,Vase,Vase,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Carl Schmidt|Rookwood Pottery,"1875–1959|American, Cincinnati, Ohio, 1880–1967",,"Schmidt, Carl|Rookwood Pottery",American,1875 |1880 ,1959 |1967 ,1900–1925,1900,1925,Earthenware,H. 10 in. (25.4 cm); Diam. 6 3/4 in. (17.1 cm),"Purchase, Edward C. Moore, Jr. Gift, 1969",Made in,Cincinnati,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/9385,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.100.119,False,True,6136,American Decorative Arts,Plate,Plate,American,,,,,Maker,Attributed to,John Leidy I,1764–1846,,"Leidy, John I",,1764 ,1846 ,ca. 1790–1800,1790,1800,Earthenware; Redware with sgraffito decoration,Diam. 12 in. (30.5 cm),"Gift of Mrs. Robert W. de Forest, 1933",Made in,,Bucks County,Bucks County,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6136,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.85,False,False,9188,American Decorative Arts,Urn,"Urn from the Imperial Hotel, Tokyo, Japan",American,,,,,Designer,Designed by,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1915,1915,1915,Volcanic rock,62 x 52 1/2 x 31 in. (157.5 x 133.4 x 78.7 cm),"Emily Crane Chadbourne Bequest, by exchange, 1988",Made in,,,,Japan,,,,,,,Architecture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/9188,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.309,False,True,6131,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,G. L. Ashworth & Bros. Ltd.,active ca. 1862–present,,"Ashworth, & Bros. Ltd. G. L.",,1799 ,2002 ,ca. 1862–ca. 1880,1859,1883,"Earthenware, transfer-printed",Diam. 7 7/8 in. (20 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in|Made in,Stoke-on-Trent|Stoke-on-Trent,Staffordshire|Staffordshire,Staffordshire|Staffordshire,England|England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6131,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.325,False,False,6130,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,J. & T. Edwards,active 1839–41,,Edwards J. & T.,,1839 ,1841 ,ca. 1841,1838,1841,"Earthenware, transfer-printed",Diam. 7 in. (17.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6130,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.130,False,True,6219,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1820–ca. 1846,1817,1849,"Earthenware, transfer-printed",Diam. 9 1/2 in. (24.1 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6219,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.244,False,True,6120,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1829–ca. 1834,1826,1837,"Earthenware, transfer-printed",Diam. 10 1/2 in. (26.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6120,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.204,False,True,6119,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,1815–34,1815,1834,"Earthenware, transfer-printed",Diam. 10 5/8 in. (27 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6119,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.196,False,True,6118,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1822–ca. 1834,1819,1837,"Earthenware, transfer-printed",Diam. 7 3/4 in. (19.7 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6118,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.186,False,True,6117,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1822–ca. 1834,1819,1837,"Earthenware, transfer-printed",Diam. 8 7/8 in. (22.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6117,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.179,False,True,6116,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1815–ca. 1834,1812,1837,"Earthenware, transfer-printed",Diam. 9 1/4 in. (23.5 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6116,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.167,False,True,6115,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1815–34,1815,1834,"Earthenware, transfer-printed",Diam. 8 3/4 in. (22.2 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6115,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.159,False,True,6114,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1823–ca. 1834,1820,1837,"Earthenware, transfer-printed",Diam. 10 3/8 in. (26.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6114,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.144,False,True,6113,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1823–ca. 1834,1820,1837,"Earthenware, transfer-printed",Diam. 9 in. (22.9 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6113,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.108,False,True,6112,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,James and Ralph Clews,"British, Cobridge, Stoke-on-Trent, active ca. 1818–36",,"Clews, James and Ralph",British,1813 ,1836 ,ca. 1821–ca. 1834,1818,1837,"Earthenware, transfer-printed",Diam. 10 3/8 in. (26.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6112,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.240,False,True,6220,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1818–ca. 1846,1815,1849,"Earthenware, transfer-printed",Diam. 8 1/2 in. (21.6 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6220,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.20.1,False,False,9849,American Decorative Arts,Stained glass window,"Window from the J. C. Cross House, Minneapolis, Minnesota",American,,,,,Manufacturer|Designer,Manufactured by|Designed by,"Purcell, Feick and Elmslie|George Grant Elmslie","1909–13|American, Aberdeenshire 1871–1952 Chicago, Illinois",,"Purcell, Feick and Elmslie |Elmslie, George Grant",American,1909 |1871 ,1913 |1952 ,1911,1911,1911,Glass,63 x 15 in. (160 x 38.1 cm),"Gift of Roger G. Kennedy, 1972",Made in,Minneapolis,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9849,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.20.2,False,False,9850,American Decorative Arts,Stained glass window,"Window from the J. C. Cross House, Minneapolis, Minnesota",American,,,,,Designer|Manufacturer,Designed by|Manufactured by,"George Grant Elmslie|Purcell, Feick and Elmslie","American, Aberdeenshire 1871–1952 Chicago, Illinois|1909–13",,"Elmslie, George Grant|Purcell, Feick and Elmslie ",American,1871 |1909 ,1952 |1913 ,1911,1911,1911,Glass,63 x 15 in. (160 x 38.1 cm),"Gift of Roger G. Kennedy, 1972",Made in,Minneapolis,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9850,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.20.3,False,False,9851,American Decorative Arts,Stained glass window,"Window from the J. C. Cross House, Minneapolis, Minnesota",American,,,,,Designer|Manufacturer,Designed by|Manufactured by,"George Grant Elmslie|Purcell, Feick and Elmslie","American, Aberdeenshire 1871–1952 Chicago, Illinois|1909–13",,"Elmslie, George Grant|Purcell, Feick and Elmslie ",American,1871 |1909 ,1952 |1913 ,1911,1911,1911,Glass,63 x 15 in. (160 x 38.1 cm),"Gift of Roger G. Kennedy, 1972",Probably made in,Minneapolis,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/9851,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.16,False,True,8506,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8506,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.16,False,True,8541,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8541,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.15,False,True,8540,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8540,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.14,False,True,8539,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8539,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.24,False,True,8512,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8512,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.23,False,True,8511,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8511,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.22,False,True,8510,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8510,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.20,False,True,8509,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8509,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.19,False,True,8508,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8508,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.17,False,True,8507,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8507,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.14,False,True,8505,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8505,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.2,False,False,4899,American Decorative Arts,Knife,Knife,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Gorham Manufacturing Company|George Washington Maher,"American, 1831–present|1864–1926",,"Gorham Manufacturing Company|Maher, George Washington",American,1831 |1864 ,9999 |1926 ,1912,1912,1912,Silver,L. 8 3/8 in. (21.3 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/4899,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.13,False,True,8504,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8504,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.12,False,True,8503,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8503,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1994.231,False,False,13585,American Decorative Arts,Window,Window,American,,,,,Maker|Designer,Designed by,Tiffany Glass and Decorating Company|Louis Comfort Tiffany,"American, 1892–1902|American, New York 1848–1933 New York",,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",American,1892 |1848 ,1902 |1933 ,ca. 1892,1889,1895,Leaded glass,Framed: 28 3/8 x 35 in. (72.1 x 88.9 cm),"Purchase, The Frelinghuysen Foundation Gift, in memory of H. O. H. Frelinghuysen, and Friends of the American Wing Fund, 1994",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/13585,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +38.59,True,True,13606,American Decorative Arts,Coverlet,Phebe Warner Coverlet,American,,,,,Maker,Probably,Sarah Furman Warner Williams,born 1764,,"Furman, Warner Williams Sarah",American,1764 ,1864 ,ca. 1803,1800,1806,Linen and cotton,103 1/4 x 90 1/2 in. (262.3 x 229.9 cm),"Gift of Catharine E. Cotheal, 1938",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13606,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.10,False,False,8502,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8502,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.9,False,False,8501,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8501,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.20.1,False,True,13620,American Decorative Arts,Coverlet,Embroidered whitework coverlet,American,,,,,Maker,Probably,Jane Simonton Chapman,born 1794,,"Chapman, Jane Simonton",,1794 ,1894 ,ca. 1821–25,1818,1825,Cotton embroidered with cotton,Including fringe: 102 3/4 x 75 1/2 in. (261 x 191.8 cm),"Gift of Jane A. Everdell in memory of Cornelia Augusta Chapman Everdell, 1923",Made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13620,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1986.307.9,False,False,4902,American Decorative Arts,Plate,Plate,American or German,,,,,Decorator|Manufacturer,Manufactured by,Olga St. John|Rosenthal,"German, Selb, Germany, 1876–1920",,"St. John, Olga|Rosenthal",German,1876 ,9999 |1920 ,ca. 1900,1900,1900,"Porcelain, overglaze enamel decoration",H. 1 in. (2.5 cm); Diam. 8 1/2 in. (21.6 cm),"Purchase, Friends of the American Wing Fund and Anonymous Gift, 1986",Made in|Made in,Albany,,,United States|Germany,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4902,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.8,False,False,8500,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8500,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.17,False,True,8542,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8542,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.18,False,True,8543,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8543,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.19,False,True,8544,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8544,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.20,False,True,8545,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8545,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.74.17,True,True,6635,American Decorative Arts,Pocket bottle,Pocket bottle,American,,,,,Maker|Maker,Attributed to|Attributed to,American Flint Glass Manufactory|Henry William Stiegel,"1764–1774|American (born Germany), Cologne 1729–1785 Charming Forge, Pennsylvania",,"American Flint Glass Manufactory |Stiegel, Henry William","American, born Germany",1764 |1729 ,1774 |1785 ,1769–74,1769,1774,Blown pattern-molded glass,H. 4 3/4 in. (12.1 cm),"Gift of Frederick W. Hunter, 1914",Made in,Manheim,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/6635,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.118,False,True,548573,Egyptian Art,"Facsimile, Ipuy (TT 217), winemaking","Winemaking, Tomb of Ipuy",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,facsimile: h. 45 cm (17 11/16 in); w. 65 cm (25 9/16 in); scale 1:1; framed: h. 48.7 cm (19 3/16 in); w. 69.5 cm (27 3/8 in),"Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),,,,,,http://www.metmuseum.org/art/collection/search/548573,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.502.68,False,True,6636,American Decorative Arts,Pocket bottle,Pocket bottle,American,,,,,Maker|Maker,Attributed to|Attributed to,Henry William Stiegel|American Flint Glass Manufactory,"American (born Germany), Cologne 1729–1785 Charming Forge, Pennsylvania|1764–1774",,"Stiegel, Henry William|American Flint Glass Manufactory ","American, born Germany",1729 |1764 ,1785 |1774 ,1769–74,1769,1774,Blown pattern-molded glass,H. 4 3/4 in. (12.1 cm),"Gift of Henry G. Schiff, 1980",Made in,Manheim,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/6636,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.15,False,False,7254,American Decorative Arts,Saucer,Saucer,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 5 1/4 in. (13.3 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7254,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.501.14,False,False,7253,American Decorative Arts,Saucer,Saucer,"American, Japanese",,,,,Designer|Manufacturer,Designed by|Manufactured by,Frank Lloyd Wright|Noritake,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona|1904–present",,"Wright, Frank Lloyd|Noritake ",American,1867 |1904 ,1959 |2050 ,ca. 1922,1919,1922,Porcelain,Diam. 5 1/4 in. (13.3 cm),"Gift of Mr. and Mrs. Roger G. Kennedy, 1978",Made in,,,,Japan,,,,,,,Ceramics,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/7253,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.214.12,False,False,8797,American Decorative Arts,Tray,Tray,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,after 1909,1910,1919,Bronze,H. 11 1/16 in. (28.1 cm),"Gift of Mr. and Mrs. Hugh J. Grant, 1974",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/8797,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +46.40.2,False,True,7204,American Decorative Arts,Sauceboat,Sauceboat,American,,,,,Maker|Maker,Possibly by|Possibly by,Paul Revere Jr.|Paul Revere Sr.,"American, Boston, Massachusetts 1734–1818 Boston, Massachusetts|1702–1754",,"Revere, Paul, Jr.|Revere, Paul Sr.",American,1734 |1702 ,1818 |1754 ,ca. 1765,1762,1765,Silver,4 11/16 x 7 7/16 x 4 7/8 in. (11.9 x 18.9 x 12.4 cm); 14 oz. 10 dwt. (451.4 g),"Gift of Mr. and Mrs. Andrew Varick Stout, 1946",Made in,Boston,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/7204,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +34.65,False,True,8685,American Decorative Arts,Pocket bottle,Pocket bottle,American,,,,,Maker|Maker,Attributed to|Attributed to,American Flint Glass Manufactory|Henry William Stiegel,"1764–1774|American (born Germany), Cologne 1729–1785 Charming Forge, Pennsylvania",,"American Flint Glass Manufactory |Stiegel, Henry William","American, born Germany",1764 |1729 ,1774 |1785 ,1769–74,1769,1774,Blown pattern-molded glass,H. 5 in. (12.7 cm),"Gift of Mrs. David Dows, 1934",Possibly made in|Possibly made in,Elizabeth|Manheim,,,United States|United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/8685,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.626.5,False,True,667701,American Decorative Arts,Cordial,Cordial,American,,,,,Manufacturer|Engraver,Possibly cut by,Brooklyn Flint Glass Company|Joseph Stouvenel and Company (1851-1857),"American, Brooklyn, New York, 1824–1868",,Brooklyn Flint Glass Company|Stouvenel Joseph,American,1824 ,1868 ,1850–55,1850,1855,Blue-cut-to-clear glass,Height: 4 in. (10.2 cm),"Purchase, Cranshaw Corporation Gift, 2014",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/667701,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.11.18,False,True,8675,American Decorative Arts,Toby jug,Toby Jug,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Daniel Greatbatch|United States Pottery Company,active 1838–ca. 1861|1852–58,,"Greatbach, Daniel|United States Pottery Company ",British,1838 |1852 ,1838 |1852 ,1849–58,1849,1858,Mottled brown earthenware,6 1/4 x 5 in. (15.9 x 12.7 cm),"Rogers Fund, 1914",Made in,Bennington,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8675,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.626.4,False,True,667481,American Decorative Arts,Vase,Celery vase,American,,,,,Manufacturer|Engraver,Possibly cut by,Brooklyn Flint Glass Company|Joseph Stouvenel and Company (1851-1857),"American, Brooklyn, New York, 1824–1868",,Brooklyn Flint Glass Company|Stouvenel Joseph,American,1824 ,1868 ,1850–55,1850,1855,Blue-cut-to-clear glass,Height: 8 in. (20.3 cm),"Purchase, Cranshaw Corporation Gift, 2014",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/667481,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.626.3,False,True,667480,American Decorative Arts,Goblet,Goblet,American,,,,,Manufacturer|Engraver,Possibly cut by,Brooklyn Flint Glass Company|Joseph Stouvenel and Company (1851-1857),"American, Brooklyn, New York, 1824–1868",,Brooklyn Flint Glass Company|Stouvenel Joseph,American,1824 ,1868 ,1850–55,1850,1855,Blue-cut-to-clear glass,Height: 8 1/2 in. (21.6 cm),"Purchase, Cranshaw Corporation Gift, 2014",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/667480,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.626.2,False,True,667478,American Decorative Arts,Pitcher,Pitcher,American,,,,,Manufacturer|Engraver,Possibly cut by,Brooklyn Flint Glass Company|Joseph Stouvenel and Company (1851-1857),"American, Brooklyn, New York, 1824–1868",,Brooklyn Flint Glass Company|Stouvenel Joseph,American,1824 ,1868 ,1850–55,1850,1855,Blue-cut-to-clear glass,10 3/4 in. (27.3 cm),"Purchase, Cranshaw Corporation Gift, 2014",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/667478,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"2014.626.1a, b",False,True,667477,American Decorative Arts,Decanter,Decanter with stopper,American,,,,,Manufacturer|Engraver,Possibly cut by,Brooklyn Flint Glass Company|Joseph Stouvenel and Company (1851-1857),"New York, 1824–68",,Brooklyn Flint Glass Company|Stouvenel Joseph,American,1824 ,1868 ,1850–55,1850,1855,Blue-cut-to-clear glass,10 in. (25.4 cm),"Purchase, Cranshaw Corporation Gift, 2014",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/667477,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.623,False,False,666304,American Decorative Arts,Decanter,Decanter,American,,,,,Engraver|Manufacturer,Possibly engraved by,Francis Doms|New England Glass Company,"American|American, East Cambridge, Massachusetts, 1818–1888",,"Doms, Francis|New England Glass Company ",American,1818 ,1888 ,1843–ca. 1850,1843,1850,glass,9 1/4 in. (23.5 cm),"Purchase, Funds from various donors, 2014",Made in,Cambridge,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/666304,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +60.51a–c,False,False,504601,Musical Instruments,Virginal,Virginal,American,,,,,Designer|Manufacturer,,Arnold Dolmetsch|Chickering & Sons,"French, born Le Mans, France 1858–1940 Haslemere, Surrey, England|American, Boston 1853–1983",", Chickering & Sons","Dolmetsch, Arnold|Chickering & Sons",French (active Britain)|American,1858 |1853 ,1940 |1983 ,1906,1906,1906,"Wood, brass, ebony, ivory",H.: 88.9 cm (35 in.); L. 172.7 cm (68 in.); W. 49.5 cm (19-1/2 in.),"Gift of Mrs. John G. Ralston, 1960",,Boston,,Massachusetts,United States,,,,,,,Chordophone-Zither-plucked-harpsichord,,http://www.metmuseum.org/art/collection/search/504601,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.12,False,False,4987,American Decorative Arts,Match box holder,Match Box Holder,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",H. 2 1/8 in. (5.4 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4987,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.22,False,True,8547,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8547,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +42.197.21,False,True,8546,American Decorative Arts,Tile,Tile,British,,,,,Maker,,John Sadler,1720–1789,,"Sadler, John",,1720 ,1789 ,1757–61,1757,1761,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Gift of Mrs. J. Insley Blair, 1942",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8546,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.7,False,False,8499,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8499,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.6,False,False,4898,American Decorative Arts,Fork,Fork,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,George Washington Maher|Gorham Manufacturing Company,"1864–1926|American, 1831–present",,"Maher, George Washington|Gorham Manufacturing Company",American,1864 |1831 ,1926 |9999 ,1912,1912,1912,"Silver, silver gilt",L. 7 3/16 in. (18.3 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/4898,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.26,False,True,544638,Egyptian Art,"Facsimile, Rekhmire (TT 100), leather work, sandal","Sandal Maker, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 31.5 cm (12 3/8 in); w. 30.5 cm (12 in) +scale 1:1 +framed: h. 34.3 cm (13 1/2 in); w. 33.7 cm (13 1/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544638,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.73,False,False,4795,American Decorative Arts,Lintel,Lintel,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,1905–15,1905,1915,Glass mosaic,18 x 115 in. (45.7 x 292.1 cm),"Purchase, Mrs. Lillian Nassau Gift, 1980",Made in,New York,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/4795,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1984.38a, b",False,True,8369,American Decorative Arts,Teapot,Teapot,American,,,,,Designer|Manufacturer,Designed by,Daniel Greatbatch|American Pottery Manufacturing Company,active 1838–ca. 1861|1833–ca. 1854,,"Greatbach, Daniel|American Pottery Manufacturing Company ",British,1838 |1833 ,1838 |1833 ,1838–50,1838,1838,Earthenware,3 5/8 x 6 7/8 x 4 5/8 in. (9.2 x 17.5 x 11.7 cm),"Friends of the American Wing Fund, 1984",Made in,Jersey City,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8369,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"1982.67.1a, b",False,True,8357,American Decorative Arts,Teapot,Teapot,American,,,,,Manufacturer|Designer,Designed by,American Pottery Manufacturing Company|Daniel Greatbatch,1833–ca. 1854|active 1838–ca. 1861,,"American Pottery Manufacturing Company |Greatbach, Daniel",British,1833 |1838 ,1833 |1838 ,1838–50,1838,1838,Earthenware,H. 3 3/4 in. (9.5 cm); Diam. 4 3/4 in. (12.1 cm),"Sansbury-Mills Fund, 1982",Made in,Jersey City,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8357,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.144,False,True,13884,American Decorative Arts,Quilt,"Quilt, Star of Bethlehem pattern variation",American,,,,,Maker|Maker,,Ellen Morton Littlejohn|Margaret Morton Bibb,1826–1899|ca. 1832–ca. 1900–1910,,"Morton, Littlejohn Ellen|Morton, Bibb Margaret",,1826 |1829 ,1899 |1910 ,ca. 1837–50,1834,1850,Silk and cotton,88 1/4 x 87 1/8 in. (224.2 x 221.3 cm),"Gift of Roger Morton and Dr. Paul C. Morton, 1962",Made in,"Russelville, (""The Knob"")",Logan County,Logan County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13884,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.11.1,False,True,4797,American Decorative Arts,Figure,Lioness Figure,American,,,,,Designer|Manufacturer,Probably designed by|Manufactured by,Daniel Greatbatch|United States Pottery Company,active 1838–ca. 1861|1852–58,,"Greatbach, Daniel|United States Pottery Company ",British,1838 |1852 ,1838 |1852 ,ca. 1853–58,1850,1858,Mottled brown earthenware,7 x 9 1/2 in. (17.8 x 24.1 cm),"Rogers Fund, 1914",Made in,Bennington,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4797,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"12.21.1a, b",False,True,8327,American Decorative Arts,Teapot,Teapot,British (American market),,,,,Maker,,John Rogers & Son,active ca. 1815–42,,Rogers & Son John,,1812 ,1842 ,ca. 1823–ca. 1842,1820,1845,"Earthenware, transfer-printed",H. 7 1/4 in. (18.4 cm),"Gift of Mrs. Abraham Lansing, 1912",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8327,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"69.194.11, .12",False,True,8298,American Decorative Arts,Teacup and saucer,Teacup and saucer,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Karl L. H. Müller|Union Porcelain Works,1820–1887|1863–ca. 1922,,"Müller, Karl L. H.|Union Porcelain Works ",American,1820 |1863 ,1890 |1922 ,ca. 1876,1873,1876,Porcelain,"Cup: H. 2 in. (5.1 cm); Diam. 2 7/8 in. (7.3 cm) +Saucer: Diam. 5 1/16 in. (12.9 cm)","Gift of Mr. and Mrs. Franklin Chace, 1969",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8298,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"69.194.9, .10",False,True,8297,American Decorative Arts,Teacup and saucer,Teacup and saucer,American,,,,,Designer|Manufacturer,Designed by|Manufactured by,Karl L. H. Müller|Union Porcelain Works,1820–1887|1863–ca. 1922,,"Müller, Karl L. H.|Union Porcelain Works ",American,1820 |1863 ,1890 |1922 ,ca. 1876,1873,1876,Porcelain,"Cup: H. 2 in. (5.1 cm); Diam. 2 7/8 in. (7.3 cm) +Saucer: Diam. 5 1/16 in. (12.9 cm)","Gift of Mr. and Mrs. Franklin Chace, 1969",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8297,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +69.194.13,False,True,8289,American Decorative Arts,Tea bowl,Tea bowl,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Union Porcelain Works|Karl L. H. Müller,1863–ca. 1922|1820–1887,,"Union Porcelain Works |Müller, Karl L. H.",American,1863 |1820 ,1922 |1890 ,ca. 1876,1873,1876,Porcelain,H. 2 1/16 in. (5.2 cm); Diam. 2 9/16 in. (6.5 cm),"Gift of Mr. and Mrs. Franklin Chace, 1969",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8289,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +41.135.1,False,True,4796,American Decorative Arts,Figure,Standing lion,American,,,,,Designer|Manufacturer|Manufacturer,Possibly designed by,"Daniel Greatbatch|Lyman, Fenton & Co.|United States Pottery Company",active 1838–ca. 1861|1849–52|1852–58,,"Greatbach, Daniel|Lyman, Fenton and Company |United States Pottery Company ",British,1838 |1849 |1852 ,1838 |1849 |1852 ,1849–52,1849,1849,Earthenware,9 1/4 x 10 7/8 x 5 7/8 in. (23.5 x 27.6 x 14.9 cm),"Rogers Fund, 1941",Made in,Bennington,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/4796,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1976.198.1,False,True,13912,American Decorative Arts,Quilt,Wild Goose Chase Quilt,American,,,,,Maker,,Susan Reed Ruddick,1839–1869,,"Ruddick, Susan Reed",,1839 ,1869 ,1851,1851,1851,Cotton,86 1/4 x 73 in. (219.1 x 185.4 cm),"Gift of Mrs. William Rhinelander Stewart, 1976",Made in,Forestburgh,Sullivan County,Sullivan County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13912,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.6,False,False,8498,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8498,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.24,False,False,4791,American Decorative Arts,Light fixture,Light Fixture,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, glass",32 x 7 x 11 in. (81.3 x 17.8 x 27.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4791,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.23,False,False,4790,American Decorative Arts,Light fixture,Light Fixture,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, glass",32 x 7 x 11 in. (81.3 x 17.8 x 27.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4790,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.22,False,False,4789,American Decorative Arts,Light fixture,Light Fixture,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, glass",32 x 7 x 11 in. (81.3 x 17.8 x 27.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4789,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1972.60.21,False,False,4788,American Decorative Arts,Light fixture,Light Fixture,American,,,,,Maker,,Frank Lloyd Wright,"American, Richland Center, Wisconsin 1867–1959 Phoenix, Arizona",,"Wright, Frank Lloyd",American,1867 ,1959 ,1912–14,1912,1914,"White oak, glass",32 x 7 x 11 in. (81.3 x 17.8 x 27.9 cm),"Purchase, Emily Crane Chadbourne Bequest, 1972",Made in,,,,United States,Midwest ,,,,,,Furniture,"© 2018 Artists Rights Society (ARS), New York",http://www.metmuseum.org/art/collection/search/4788,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +24.109.5,False,True,8230,American Decorative Arts,Tankard,Tankard,American,,,,,Maker,Possibly,Jacob Marius Groen,"American, Holland 1678 –1750 New York",,"Groen, Jacob Marius",American,1678 ,1750 ,1700–1730,1700,1730,Silver,"Overall: 5 9/16 x 6 in. (14.1 x 15.2 cm); 13 oz. 18 dwt. (432.3 g) +Lip: Diam. 3 3/8 in. (8.6 cm) +Base: Diam. 3 7/8 in. (9.8 cm)","Bequest of Charles Allen Munn, 1924",Made in,New York,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8230,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1976.198.3,False,False,13914,American Decorative Arts,Quilt,Nine Patch Quilt,American,,,,,Maker,,Anna Susan Ruddick Trowbridge,1869–1949,,"Trowbridge, Anna Susan Ruddick",,1869 ,1949 ,1877,1877,1877,Cotton,83 1/4 x 73 1/4 in. (211.5 x 186.1 cm),"Gift of Mrs. William Rhinelander Stewart, 1976",Made in,Monticello,Sullivan County,Sullivan County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13914,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1979.484,False,True,4783,American Decorative Arts,Library table,Library Table,American,,,,,Designer|Manufacturer,Possibly designed by|Attributed to,Alexander Jackson Davis|Burns and Trainque,"American, New York 1803–1892 West Orange, New Jersey|active ca. 1842–56",,"Davis, Alexander Jackson|Burns and Trainque ",American,1803 |1839 ,1892 |1856 ,ca. 1855,1852,1855,"Oak, walnut, cherry, poplar",29 1/4 x 51 3/4 x 33 7/8 in. (74.3 x 131.4 x 86 cm),"Gift of Berry B. Tracy, 1979",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/4783,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.70.12,False,False,14002,American Decorative Arts,Sample,Sample,American,,,,,Manufacturer|Designer,Manufactured by,Cheney Brothers|Associated Artists,"American, 1838–1955|1883–1907",,"Cheney Brothers|Associated, Artists ",American,1838 |1883 ,1955 |1907 ,1883–1900,1883,1900,"Silk, woven and printed",12 1/4 x 14 3/4 in. (31.1 x 37.5 cm),"Gift of Mrs. Boudinot Keith, 1928",Made in,South Manchester,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/14002,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.13,False,False,4780,American Decorative Arts,Letter rack,Letter Rack,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",5 5/16 x 6 1/4 x 2 1/2 in. (13.5 x 15.9 x 6.4 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/4780,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1970.288,False,True,13869,American Decorative Arts,Quilt,Chintz appliquéd quilt,American,,,,,Maker,,Mary Malvina Cook Taft,1812–1905,,"Taft, Mary Malvina Cook",,1812 ,1905 ,ca. 1835–40,1832,1840,"Cotton, Chintz appliquéd",110 1/4 x 92 1/2 in. (280 x 235 cm),"Gift of Miss Elsey R. Taft, 1970",Made in,Sag Harbor,Suffolk County,Suffolk County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13869,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"69.194.8a, b",False,True,8378,American Decorative Arts,Teapot,Teapot,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Union Porcelain Works|Karl L. H. Müller,1863–ca. 1922|1820–1887,,"Union Porcelain Works |Müller, Karl L. H.",American,1863 |1820 ,1922 |1890 ,ca. 1876,1873,1876,Porcelain,7 x 6 in. (17.8 x 15.2 cm),"Gift of Mr. and Mrs. Franklin Chace, 1969",Made in,Brooklyn,,,United States,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8378,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"38.165.10a, b",False,True,8400,American Decorative Arts,Teapot,Teapot,British (American market),,,,,Maker,Possibly,Wedgwood-Whieldon partnership,1754–59,,"Wedgwood-Whieldon, partnership ",,1754 ,1759 ,1750–60,1750,1760,Earthenware,H. 4 3/4 in. (12.1 cm),"Harris Brisbane Dick Fund, 1938",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8400,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"45.13.10a, b",False,True,8401,American Decorative Arts,Teapot,Teapot,British (American market),,,,,Maker,Possibly,Wedgwood-Whieldon partnership,1754–59,,"Wedgwood-Whieldon, partnership ",,1754 ,1759 ,1750–60,1750,1760,Earthenware,H. 5 3/4 in. (14.6 cm),"Gift of Josephine Atterbury, 1945",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8401,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.4,False,False,8497,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",4 1/2 x 4 1/2 in. (11.4 x 11.4 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8497,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +67.33,False,True,13641,American Decorative Arts,Coverlet,Coverlet,American,,,,,Maker,Workshop of,James Alexander,1770–1870,,"Alexander, James",,1770 ,1870 ,1828,1828,1828,"Cotton and wool, woven",96 1/4 x 81 in. (244.5 x 205.7 cm),"Gift of Roger Maclaughlin, 1967",Made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13641,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1988.127,False,True,13646,American Decorative Arts,Coverlet,Coverlet,American,,,,,Maker,,David Daniel Haring,1800–1889,,"Haring, David Daniel",American,1800 ,1889 ,1834,1834,1834,"Cotton and wool; Doublecloth, woven on a hand-loom with a Jacquard attachment",98 3/8 x 75 in. (249.9 x 190.5 cm),"Mrs. Roger F. Brunschwig Fund, 1988",Made in,,Bergen County,Bergen County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13646,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +43.59.1,False,False,8496,American Decorative Arts,Tile,Tile,British,,,,,Maker,,Guy Green,active 1756–1803,,"Green, Guy",,1756 ,1803 ,1771–76 (?),1771,1776,"Earthenware, transfer-printed",5 x 5 in. (12.7 x 12.7 cm),"Rogers Fund, 1943",Made in,Liverpool,Merseyside,Merseyside,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/8496,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +36.28,False,True,13712,American Decorative Arts,Coat of Arms,Coat of Arms,American,,,,,Maker|Maker|Designer,Embroidered by|Probably|Pattern drawn by,Mary Ann Thomas|Mrs. Deborah Snow's School|John and Samuel Gore,born 1772,,"Thomas, Mary Ann|Snow, Mrs. Deborah|Gore, John and Samuel",American,1772 ,1872 ,ca. 1786,1783,1789,Black satin embroidered with silk thread,18 x 18 in. (45.7 x 45.7 cm),"Rogers Fund, 1936",Made in,Boston,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13712,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +10.125.416,False,True,13723,American Decorative Arts,Embroidered picture,Embroidered Picture,American,,,,,Artist|Maker,Embroidered by,Samuel Folwell|Elizabeth Folwell's School,"American, 1764–1813 Philadelphia, Pennsylvania|ca. 1800",,"Folwell, Samuel|Elizabeth Folwell's School",American,1764 |1797 ,1813 |1803 ,ca. 1800,1797,1800,"Silk embroidered with silk thread and decorated with paint, ink, and paper",22 x 27 1/2 in. (55.9 x 69.9 cm),"Gift of Mrs. Russell Sage, 1909",Made in,Philadelphia,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13723,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +41.16,False,False,13744,American Decorative Arts,Embroidered picture,Memorial to Metcalf and Samuel Bowler,American,,,,,Maker|Maker,Probably by,Miss Balch's Boarding and Day School|Amy Harris Bowler,"Providence, Rhode Island|American, 1789–1870",,"Miss Balch's School|Bowler, Amy Harris",American,1789 ,9999 |1870 ,ca. 1800,1800,1800,Silk embroidered with chenille and silk threads,13 1/4 x 14 1/4 in. (33.7 x 36.2 cm),"Rogers Fund, 1941",Made in,Providence,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13744,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +46.155,False,True,13747,American Decorative Arts,Embroidered picture,Embroidered Picture,American,,,,,Maker|Maker,Possibly,Mary Wright|Sarah Osborn's School,1740–1829,,"Wright, Mary|Osborn, Sarah",American,1740 ,1829 ,ca. 1754,1751,1757,Linen embroidered with wool and silk thread,7 5/8 x 7 5/8 in. (19.4 x 19.4 cm),"Rogers Fund, 1946",Made in,Newport,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13747,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.693.5,False,False,665555,American Decorative Arts,Sampler,Sampler,American,,,,,Maker,,Maria Holden Samuels,1856–1940,,"Samuels, Maria Holden",,1856 ,1940 ,ca. 1878,1873,1883,Wool on linen,39 1/2 × 25 1/2 in. (100.3 × 64.8 cm),"Gift of Dr. Marilyn Jenkins-Madina, in loving memory of her husband, Professor Maan Z. Madina, 2014",Made in,Cohoes,Albany County,Albany County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/665555,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +57.130.7,True,True,8489,American Decorative Arts,Tête-à-tête,Tête-à-tête,American,,,,,Maker,Attributed to,John H. Belter,1804–1863,,"Belter, J. H.",German,1804 ,1863 ,ca. 1850–60,1847,1860,"Rosewood, ash, pine, walnut",44 1/2 x 52 x 43 in. (113 x 132.1 x 109.2 cm),"Gift of Mrs. Charles Reginald Leonard, in memory of Edgar Welch Leonard, Robert Jarvis Leonard, and Charles Reginald Leonard, 1957",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/8489,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +SL.13.2014.1.33,False,False,458825,Islamic Art,Brooch,Brooch,,,,,,Maker,,Cartier,"French, founded Paris, 1847",,Cartier,French,1847 ,2047 ,Mounts 1650–1750; Brooch made by Cartier ca. 1930,1625,1955,"Jade, inlaid with rubies, emeralds, and diamonds","H. 1 in. (2.5 cm) +W. 2 1/4 in. (5.7 cm)",The Al-Thani Collection,Made in|Made in,Paris,|,,France,North India,,,,,,Jewelry,,http://www.metmuseum.org/art/collection/search/458825,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +52.100.2,False,True,8471,American Decorative Arts,Spoon,Tea Spoon,British,,,,,Maker,Possibly,Thomas Northcote,"British, 1749–1798",,"Northcote, Thomas",British,1749 ,1798 ,1791–92,1791,1792,Silver,L. 5 5/16 in. (13.5 cm); 12 dwt. (18.3 g),"Gift of Margaret Jacot Quillard and Frances Jacot Quillard, 1952",Made in,London,,,England,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8471,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +52.100.1,False,True,8470,American Decorative Arts,Spoon,Tea Spoon,British,,,,,Maker,Possibly,Thomas Northcote,"British, 1749–1798",,"Northcote, Thomas",British,1749 ,1798 ,1791–92,1791,1792,Silver,L. 5 5/16 in. (13.5 cm); 12 dwt. (18.5 g),"Gift of Margaret Jacot Quillard and Frances Jacot Quillard, 1952",Made in,London,,,England,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8470,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2014.693.3,False,True,665553,American Decorative Arts,Coverlet,Coverlet,American,,,,,Artist,,Leonard Metz,1810–ca. 1885,,"Metz, Leonard",,1810 ,1885 ,1842,1842,1842,Wool and cotton,8 ft. 5 in. × 94 in. (256.5 × 238.8 cm),"Gift of Dr. Marilyn Jenkins-Madina, in loving memory of her husband, Professor Maan Z. Madina, 2014",Made in,Norriton Township,Montgomery County,Montgomery County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/665553,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1987.242.10,False,False,8442,American Decorative Arts,Spoon,Tea Spoon,American,,,,,Manufacturer|Designer,Manufactured by|Designed by,Gorham Manufacturing Company|George Washington Maher,"American, 1831–present|1864–1926",,"Gorham Manufacturing Company|Maher, George Washington",American,1831 |1864 ,9999 |1926 ,1912,1912,1912,Silver,L. 6 in. (15.2 cm),"Friends of the American Wing Fund, 1987",Made in,Providence,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8442,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +23.20.2,False,True,13849,American Decorative Arts,Pillow slip,Pillow Slip,American,,,,,Maker,Probably,Jane Simonton Chapman,born 1794,,"Chapman, Jane Simonton",,1794 ,1894 ,1821–25,1821,1825,"Linen, woven",37 x 27 1/2 in. (94 x 69.9 cm),"Gift of Jane A. Everdell, in memory of Cornelia Augusta Chapman Everdell, 1923",Made in,,Orange County,Orange County,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13849,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +28.34.1,False,False,13850,American Decorative Arts,Panel,Irises panel,American,,,,,Designer|Manufacturer|Maker,Ground fabric by,Candace Wheeler|Cheney Brothers|Associated Artists,"American, Delhi, New York 1827–1923 New York|American, 1838–1955|1883–1907",,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",American|American,1827 |1838 |1883 ,1923 |1955 |1907 ,1883,1883,1883,"Silk embroidered with silk and metallic-wrapped cotton threads, metal sequins, and cut-glass beads",67 1/2 x 45 in. (171.5 x 114.3 cm),"Gift of the family of Mrs. Candace Wheeler, 1928",Made in,New York,,,United States,,,,,,,Textiles,,http://www.metmuseum.org/art/collection/search/13850,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.236,False,True,6204,American Decorative Arts,Plate,Plate,British (American market),,,,,Maker,,Joseph Stubbs,active ca. 1822–36,,"Stubbs, Joseph",,1819 ,1836 ,ca. 1822–ca. 1836,1819,1839,"Earthenware, transfer-printed",Diam. 10 in. (25.4 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,Stoke-on-Trent,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6204,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1980.503.2,False,True,8407,American Decorative Arts,Teapot,Teapot,American,,,,,Maker,Attributed to,Christian Wiltberger,"American, Philadelphia, Pennsylvania 1766–1851 Philadelphia, Pennsylvania",,"Wiltberger, Christian",American,1766 ,1851 ,ca. 1800,1797,1800,Silver,"Overall: 7 x 11 5/16 x 4 1/2 in. (17.8 x 28.7 x 11.4 cm); 21 oz. 17 dwt. (680 g) +Base: 5 3/8 x 3 1/8 in. (13.7 x 7.9 cm)","Gift of H. H. Walker Lewis, in memory of his parents, Mr. and Mrs. Edwin A. S. Lewis, 1980",Made in,Philadelphia,,,United States,,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/8407,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.120,False,True,548570,Egyptian Art,"fishing and fowling, Facsimile, Ipuy (TT 217)","Fishing and Fowling, from the Tomb of Ipuy",,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"facsimile: h. 28 cm (11 in); w. 139 cm (54 3/4 in) +scale 1:1 +framed: h. 31.1 cm (12 1/4 in); w. 141.6 cm (55 3/4 in)","Rogers Fund, 1930",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Ipuy (TT 217),,,,,,http://www.metmuseum.org/art/collection/search/548570,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.114,False,True,548567,Egyptian Art,"Facsimile, restored, Ipuy (TT 217), offering, seated couple",Ipuy and Wife Receive Offerings from Their Children (substantially restored),,"New Kingdom, Ramesside",Dynasty 19,reign of Ramesses II,,Artist,,Norman de Garis Davies,1865–1941,,"Davies, Norman de Garis",,1865 ,1941 ,ca. 1279–1213 B.C.,-1279,-1213,Tempera on paper,"framed: h. 51.1 cm (20 1/8 in); w. 77.2 cm (30 3/8 in) +facsimile: h. 47.5 cm (18 11/16 in); w. 74 cm (29 1/8 in) +scale 1:3 +","Rogers Fund, 1930",From,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,,,,,,,http://www.metmuseum.org/art/collection/search/548567,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +14.102.90,False,True,6535,American Decorative Arts,Platter,Platter,British (American market),,,,,Maker,,Enoch Wood & Sons,"British, active Burslem, 1818–46",,"Wood & Sons, Enoch",British,1818 ,1846 ,ca. 1828–ca. 1846,1825,1849,"Earthenware, transfer-printed",11 5/8 x 14 7/8 in. (29.5 x 37.8 cm),"Bequest of Mary Mandeville Johnston, from the collection of Mr. and Mrs. Edward W. S. Johnston, 1914",Made in,,Staffordshire,Staffordshire,England,,,,,,,Ceramics,,http://www.metmuseum.org/art/collection/search/6535,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.215.2a–e,False,False,5475,American Decorative Arts,Ornament,"Ornament from the Scoville Building, Chicago",American,,,,,Maker|Maker,Probably modeled by,Kristian Schneider|Louis Henry Sullivan,"American, Boston, Massachusetts 1856–1924 Chicago, Illinois",,"Schneider, Kristian|Sullivan, Louis Henry",American,1856 ,9999 |1924 ,1884,1884,1884,Terracotta,49 x 24 x 12 in. (124.5 x 61 x 30.5 cm),"Gift of the General Services Administration, 1974",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/5475,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.14,False,False,5513,American Decorative Arts,Paper rack,Paper Rack,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze",8 5/8 x 12 1/2 x 3 1/2 in. (21.9 x 31.8 x 8.9 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/5513,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2013.156,False,True,479734,The Cloisters,Panel,Marriage Panel of Gabriel Weydacher and his wife Juliana Wemis with the Virgin and Child and Saints Barbara and Catherine,German,,,,,Artist,After a design by,Leonhard Beck,"German, 1480–1542",,"Beck, Leonhard",German,1480 ,1542 ,1519,1519,1519,Colorless and pot-metal glass with vitreous paint and silver stain,17 15/16 × 29 1/4 × 3/8 in. (45.6 × 74.3 × 1 cm),"The Cloisters Collection, 2013",Made in,Augsburg,,,Germany,,,,,,,Glass-Stained,,http://www.metmuseum.org/art/collection/search/479734,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2013.460,False,True,479788,Medieval Art,Tomb Fragment,Fragment from the Tomb of John the Fearless and Margaret of Austria,French,,,,,Artist|Artist,,Antoine Le Moiturier|Jean de la Huerta,"French, ca. 1425–ca. 1497|Spanish, 1413–62 ?",and workshops,"Le Moiturier, Antoine|de la Huerta, Jean",French|Spanish,1425 |1413 ,1497 |1462 ,ca. 1443–55,1443,1455,Alabaster,"Overall: 5 1/2 × 5 1/16 × 2 1/16 in. (14 × 12.8 × 5.2 cm) +with base: 7 7/8 × 5 1/16 × 2 7/8 in. (20 × 12.8 × 7.3 cm)","Gift of Brimo de Laroussilhe, in honor of the 75th anniversary of The Cloisters, 2013",Made in,,,Burgundy,France,,,,,,,Sculpture-Architectural,,http://www.metmuseum.org/art/collection/search/479788,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.19.2,False,False,5499,American Decorative Arts,Stained glass window,Grapevine Panel,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1902–15,1899,1915,Leaded favrile glass,98 x 36 in. (248.9 x 91.4 cm),"Gift of Ruth and Frank Stanton, 1978",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5499,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.11,False,False,544645,Egyptian Art,"Facsimile, metal work, bellows, Rekhmire (TT 100)","Scene of Metal Workers, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,"facsimile: h. 57.5 cm (22 5/8 in); w. 54 cm (21 1/4 in) +scale: 1:1","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544645,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.22,False,True,544647,Egyptian Art,"Facsimile, Rekhmire (TT 100), metal work","Metal Working, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 27.5 cm (10 13/16 in); w. 34.5 cm (13 9/16 in) +scale 1:1 +framed: h. 30.5 cm (12 in); w. 37.5 cm (14 3/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544647,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1978.19.1,False,False,5498,American Decorative Arts,Stained glass window,Grapevine Panel,American,,,,,Maker|Designer,Designed by,Tiffany Studios|Louis Comfort Tiffany,"1902–32|American, New York 1848–1933 New York",,"Tiffany Studios |Tiffany, Louis Comfort",American,1902 |1848 ,1932 |1933 ,ca. 1902–15,1899,1915,Leaded favrile glass,98 x 36 in. (248.9 x 91.4 cm),"Gift of Ruth and Frank Stanton, 1978",Made in,New York,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5498,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +68.143.11,False,True,5486,American Decorative Arts,Looking glass,Overmantel Looking Glass,American,,,,,Maker,Attributed to,John Jelliff,1813–1893,,"Jelliff, John",American,1813 ,1893 ,1868–70,1868,1870,"Rosewood, mother-of-pearl",92 1/2 x 68 x 7 in. (235 x 172.7 x 17.8 cm),"American Wing Restricted Building Fund, 1968",Made in,Newark,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/5486,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1974.215.3a–v,False,False,5476,American Decorative Arts,Ornament,"Ornament from the Scoville Building, Chicago",American,,,,,Maker|Maker,Probably modeled by,Louis Henry Sullivan|Kristian Schneider,"American, Boston, Massachusetts 1856–1924 Chicago, Illinois",,"Sullivan, Louis Henry|Schneider, Kristian",American,1856 ,1924 |9999 ,1884,1884,1884,Terracotta,27 1/4 x 27 1/4 x 8 1/4 in. (69.2 x 69.2 x 21 cm),"Gift of the General Services Administration, 1974",Made in,Chicago,,,United States,,,,,,,Architecture,,http://www.metmuseum.org/art/collection/search/5476,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +48.105.17,False,False,544650,Egyptian Art,"Facsimile, Rekhmire (TT 100), ramp building","Ramp Building Scene, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,"facsimile: h. 49.5 cm (19 1/2 in); w. 53.5 cm (21 1/16 in) +scale 1:1 +framed: h.","Rogers Fund, 1948",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544650,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +30.4.1,False,True,548564,Egyptian Art,"Facsimile, Sennedjem, TT 1, cat, serpent",Cat Killing a Serpent,,Twentieth Century; original New Kingdom,Dynasty 19,reign of Ramesses I–Ramesses II,,Artist,,Charles K. Wilkinson,,,"Wilkinson, Charles K.",,1897 ,1986 ,A.D. 1920–1921; original ca. 1295–1213 B.C.,-1295,-1213,Tempera on paper,Facsimile H. 47 cm (18 1/2 in.); w. 84.5 cm (33 1/4 in.); scale 1:1; Framed H. 50.8 cm (20 in.); w. 87 cm (34 1/4 in.),"Rogers Fund, 1930",Original,,,,Egypt,"Upper Egypt, Thebes",Deir el-Medina,Tomb of Sennedjem (TT 1),,,,,,http://www.metmuseum.org/art/collection/search/548564,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1982.439.5,False,True,5455,American Decorative Arts,Whale oil lamp,Whale Oil Lamp,American,,,,,Manufacturer|Designer|Manufacturer,Probably designed by|(Possibly manufactured at his,South Boston Flint Glass Works|Thomas Cains|Phoenix Glass Works,active 1812–ca. 1820|1812–27,)|or,"South Boston Flint Glass Works |Cains, Thomas|Phoenix Glass Works ",,1812 |1812 ,9999 |1820 |1827 ,1813–30,1813,1830,Free-blown lead glass,H. 8 5/8 in. (21.9 cm),"Gift of Dr. Michael Heidelberger, in memory of Nina T. Heidelberger, 1982",Made in,Boston,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5455,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.33,False,False,544651,Egyptian Art,"Facsimile, Rekhmire (TT 100), stone masons, lever","Moving a Stone Block, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 27 cm (10 5/8 in); w. 47 cm (18 1/2 in) +scale 1:1 +framed: h. 30.5 cm (12 in); w. 50.2 cm (19 3/4 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544651,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +2012.139,False,False,591132,Egyptian Art,"Temple of Hatshepsut, Deir el-Bahri, modern, model",Model of the Temple of Hatshepsut at Deir el-Bahri,,Modern (model); New Kingdom (original),Dynasty 18,reign of Hatshepsut,,Artist,Project Supervisor,Howard I. Cornell,,,"Cornell, Howard I.",,,,Model A.D. 1934–1935; Original ca. 1473–1458 B.C.,1934,1935,"Wood, plaster",L. 289.6 cm (114 in.); W. 124.8 cm (49 1/8 in.); H. 65.4 cm (25 3/4 in.),"Funds from the Architects Relief Committee and the Work Relief Bureau, 1934",Original from,,,,Egypt,"Upper Egypt, Thebes",Deir el-Bahri,Temple of Hatshepsut,,,,|,,http://www.metmuseum.org/art/collection/search/591132,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +39.184.54,False,True,5421,American Decorative Arts,Book,Book: Of the Nature of the Gods,British,,,,,Author|Publisher,Authored by|Published by,Marcus Tullius Cicero|T. Davies,"Roman, 106 B.C.–40 B.C.|British, London",,"Cicero, Marcus Tullius|Davies, T.",Roman|British,-0106 ,-0040 ,1775 (edition),1775,1775,Paper,Dimensions unavailable,"Gift of James DeLancey Verplanck and John Bayard Rodgers Verplanck, 1939",Made in,London,,,England,,,,,,,Natural Substances,,http://www.metmuseum.org/art/collection/search/5421,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.20,False,False,544652,Egyptian Art,"Facsimile, Rekhmire (TT 100), stone cutting","Stone Cutters Measuring a Block, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 25 cm (9 13/16 in); w. 39.5 cm (15 9/16 in) +scale 1:1 +framed: h. 27.9 cm (11 in); w. 43.2 cm (17 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544652,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.27,False,False,544653,Egyptian Art,"Facsimile, Rekhmire (TT 100), stone masons","Stone Masons Sqaring a Block, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 29 cm (11 7/16 in); w. 38.5 cm (15 3/16 in) +scale 1:1 +framed: h. 33 cm (13 in); w. 41.9 cm (16 1/2 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544653,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"2010.426.3a, b",False,False,497660,Modern and Contemporary Art,Dish and cover,Dish and Cover,,,,,,Artist,,Petterson Studio,"American, Chicago, Illinois, ca. 1912–19",,"Petterson, Studio",American,1912 ,1919 ,ca. 1912–19,1912,1919,Sterling silver and carnelian,5 1/8 x 5 7/8 in. (13 x 14.9 cm),"Gift of Jacqueline Loewe Fowler, 2010",Made in,Chicago,,Illinois,United States,Midwest United States,,,,,,Silver,,http://www.metmuseum.org/art/collection/search/497660,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.10,False,False,544654,Egyptian Art,"Facsimile, Rekhmire (TT 100), sculptors","Sculptors at Work, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 53.5 cm (21 1/16 in); w. 45 cm (17 11/16 in) +scale 1:1 +framed: h. 56.8 cm (22 3/8 in); w. 48.6 cm (19 1/8 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544654,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +62.233.8,False,False,5411,American Decorative Arts,Note pad holder,Note Pad Holder,American,,,,,Designer|Maker,Designed by,Louis Comfort Tiffany|Tiffany Studios,"American, New York 1848–1933 New York|1902–32",,"Tiffany, Louis Comfort|Tiffany Studios ",American,1848 |1902 ,1933 |1932 ,ca. 1910–20,1907,1920,"Favrile glass, bronze, wood",7 3/4 x 4 15/16 in. (19.7 x 12.5 cm),"Gift of Mrs. H. S. Mesick, 1962",Made in,New York,,,United States,,,,,,,Metal,,http://www.metmuseum.org/art/collection/search/5411,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.40,False,True,544613,Egyptian Art,"Facsimile, Nubians, giraffe, monkey Rekhmire (TT 100)","Nubians with a Giraffe and a Monkey, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,Facsimile: H. 47.5 × W. 58.5 cm (18 11/16 × 23 1/16 in.); Framed: H. 49.1 × W. 60 cm (19 5/16 × 23 5/8 in.); Scale. 1:1,"Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544613,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.12,False,False,544643,Egyptian Art,"Facsimile, Rekhmire (TT 100), carpenter","Carpenter with Tools, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 26 cm (10 1/4 in); w. 41.5 cm (16 5/16 in) +scale 1:1 +framed: h. 29.2 cm (11 1/2 in); w. 44.5 cm (17 1/2 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544643,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.70.1,False,False,5523,American Decorative Arts,Paperweight,Paperweight,American,,,,,Maker,Probably,James Gillinder and Sons,"American, 1861–ca. 1930",,"Gillinder and Sons, James",American,1861 ,1930 ,ca. 1876,1873,1876,Free-blown glass,H. 13/16 in. (2.1 cm); Diam. 3 1/4 in. (8.3 cm),"Gift of Irene and Paul Hollister, 1983",Made in,Philadelphia,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5523,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +1983.70.2,False,False,5524,American Decorative Arts,Paperweight,Paperweight,American,,,,,Maker,Probably,James Gillinder and Sons,"American, 1861–ca. 1930",,"Gillinder and Sons, James",American,1861 ,1930 ,ca. 1876,1873,1876,Free-blown glass,H. 1 in. (2.5 cm); Diam. 3 3/16 in. (8.1 cm),"Gift of Irene and Paul Hollister, 1983",Made in,Philadelphia,,,United States,,,,,,,Glass,,http://www.metmuseum.org/art/collection/search/5524,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +35.101.1,False,True,544639,Egyptian Art,"Facsimile, Rekhmire (TT 100), carpenters","Carpenters at Work, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,Tempera on paper,"facsimile: h. 58.5 cm (23 1/16 in); w. 197 cm (77 9/16 in) +Scale 1:1 +framed: h. 62.2 cm (24 1/2 in); w. 200.7 cm (79 in)","Rogers Fund, 1935",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544639,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +31.6.18,False,False,544641,Egyptian Art,"Facsimile, Rekhmire (TT 100), sawing","Sawing a Plank, Tomb of Rekhmire",,New Kingdom,Dynasty 18,,,Artist,,Nina de Garis Davies,1881–1965,,"Davies, Nina de Garis",,1881 ,1965 ,ca. 1504–1425 B.C.,-1504,-1504,"Paper, tempera paint, ink","facsimile: h. 32 cm (12 5/8 in); w. 53.5 cm (21 1/16 in) +scale 1:1 +framed: h. 35.6 cm (14 in); w. 55.9 cm (22 in)","Rogers Fund, 1931",Original from,,,,Egypt,"Upper Egypt, Thebes",Sheikh Abd el-Qurna,Tomb of Rekhmire (TT 100),,,,,,http://www.metmuseum.org/art/collection/search/544641,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"68.201a, b",False,True,5638,American Decorative Arts,Pier table,Pier Table,American,,,,,Maker,Workshop of,Duncan Phyfe,1770–1854,,"Phyfe, Duncan",Scottish,1770 ,1854 ,1835–40,1835,1840,"Mahogany, marble, glass",35 7/8 x 42 1/4 x 18 7/8 in. (91.1 x 107.3 x 47.9 cm),"Purchase, The Edgar J. Kaufmann Foundation Gift, 1968",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/5638,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" +"60.29.2a, b",False,True,5635,American Decorative Arts,Pier table,Pier Table,American,,,,,Maker,Attributed to,Joseph Meeks & Sons,"American, New York, 1829–35",,"Meeks, Joseph & Sons",American,1829 ,1835 ,ca. 1825,1822,1825,"Cherry, pine, poplar, mahogany veneer",36 3/4 x 46 7/16 x 19 3/8 in. (93.3 x 118 x 49.2 cm),"Gift of Francis Hartman Markoe, 1960",Made in,New York,,,United States,,,,,,,Furniture,,http://www.metmuseum.org/art/collection/search/5635,1/7/2019 8:00:00 AM,"Metropolitan Museum of Art, New York, NY" diff --git a/testdata/met/met_1000_transformed.csv b/testdata/met/met_1000_transformed.csv new file mode 100644 index 000000000..c327c41e8 --- /dev/null +++ b/testdata/met/met_1000_transformed.csv @@ -0,0 +1,1001 @@ +Reign,Period,Dynasty,State,Region,Artist Nationality,City,Culture,Classification,Artist Alpha Sort,Country,Title,Object Name +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Unwin, Francis Sydney|Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,North Side of the West Wall of Nakht's Offering Chapel,"Facsimile, TT 52, fishing, fowling, wine making, clap net," +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,"Banquet Scene with Musicians, Tomb of Nakht","Facsimile, Nakht (TT 52), banquet, musicians" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Bird, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), bird" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +,,,Gloucester County,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|Stenger Glass House|American Flint Glass Manufactory ",United States|United States,Sugar bowl,Sugar bowl +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Lunette Over a Door,"Facsimile, Qenamun (TT 93), lunette" +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Detail of a Bull from a Procession of Offering Bearers,"Facsimile, TT 226, offering procession, bull" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Scene of Birds and Border Decoration,"Facsimile, Amarna, North Palace, floor" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the South Side of Nakht's Offering Chapel,"Facsimile, TT 52, ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Nakht and his Wife Receiving Offerings,"Facsimile, TT 52, offering" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Wild Feline, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Crane, Lancelot",Egypt,"East Wall, South Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, agriculture, Nakht, Tawy" +reign of Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Ramose","Facsimile, Ramose (TT 55), funeral procession" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,North Wall of Nakht's Offering Chapel,"Facsimile, TT 52, north wall, offering scenes, Nakht, Tawy" +,,,Haute-Vienne,Western,American and French|American,Limoges,American,Ceramics,"Lloyde, L. T.|Haviland & Co.|O'Hara, Dorothea Warren",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Furnaces",United States,Vase,Vase +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Desert Animal, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +reign of Menkaure,Twentieth Century; original Old Kingdom,Dynasty 4,,Memphite Region,American,,,,"Smith, Joseph Lindon",Egypt,Copy of painting from Khuenre's mastaba,"Facsimile, Khuenre" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot|Unwin, Francis Sydney|Davies, Norman de Garis",Egypt,South Wall of Nakht's Offering Chapel,"Facsimile, TT 52, false door, offerings" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Fish, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fish" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling in the Center of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"East Wall, Nouth Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, Nakht, Tawy" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Ram, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), ram" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling on the South Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Weavers, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), weavers" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hibiscus and Parrots,Window +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and Queen Tiye Enthroned Beneath a Kiosk, Tomb of Anen","Facsimile, Anen (TT 120), Amenhotep III, Queen Tiye, kiosk" +,,,Queens,,American,New York,American,Frames,"Tiffany Studios |Tiffany, Louis Comfort",United States,Calendar Frame,Calendar frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Inkwell,Inkwell +reign of Amenhotep III–Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Hopgood, Hugh R.",Egypt,Osiris and the Four Sons of Horus,"Facsimile, Nebamun (TT 181), Ipuky, Osiris, Fours Sons of Horus" +reign of Amenemhat II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,"Netting Birds, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fowling" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnifying Glass,Magnifying glass +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Frame,Frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Holder,Paper holder +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Button Hook,Button hook +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Handles,Pen handles +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Candle Shade and Support,Candle shade and support +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Brush,Pen brush +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Tray,Pen tray +,,,Queens,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Thermometer,Thermometer +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Scale,Letter scale +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plate,Plate +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell and Tray,Inkwell and tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Ash Tray,Ash tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +reign of Thutmose IV–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Menna and Family Hunting in the Marshes, Tomb of Menna","Facsimile, Menna (TT 69), marsh hunting" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing and Fowling, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing, fowling" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Adoring Deities of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), adoration, western gods" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Davenport, ",England,Plate,Plate +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Offerings Made to the Deceased and his Wife, Tomb of Djehutyemheb","Facsimile, Djehutyemhab (TT 45), offering scenes" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Unwin, Francis Sydney",Egypt,"Djehutyemhab and his Wife Worshipping Amun-Re-Harakhty, Tomb of Djehutyemhab","Facsimile, Djehuty (TT 45), Djehutyemhab, Amun-Re-Harakhty" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Djehutyemheb and his Wife Adoring Sokar, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, adoration scene, Sokar" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Western Sun Adored by Deities, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, ceiling" +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Pugin, Augustus Welby Northmore|Minton and Company ",England,Bread Plate,Bread plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Ramesses III,"New Kingdom, Ramesside",Dynasty 20,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ramesses III and Prince Amenherkhepeshef before Hathor,"Facsimile, Amenherkhepeshef (QV 55), Ramesses III" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Casting Metal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal casting" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,|,"Wilkinson, Charles K.",Egypt,Female Musicians,"Facsimile, Djeserkareseneb (TT 38), music, harp, lute, lyre, flute" +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Grandmother, Seniseneb","Facsimile, Temple of Hatshepsut, Seniseneb" +,,,Staffordshire,,Italian,Stoke-on-Trent,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Aegean Islanders in the Tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Aegean Islanders" +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Neale and Company E. J.|Cochin, Charles Nicolas, II",England,Medallion of Benjamin Franklin,Medallion +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics-Cylinder Seals-Inscribed,"Hackwood, William|Wedgwood and Sons, Josiah",England,Anti-Slavery Medallion,Medallion +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Caffiéri, Jean Jacques|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Roundel,Roundel +reign of Thutmose III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Fragment of a Hunting Scene,"Facsimile, Mentuherkhepeshef (TT 20), hunting" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Rocker Blotter,Rocker blotter +,,,New England,,American,Boston,American,Furniture,"Seymour, Thomas|Doull, James|Penniman, John Ritto|Seymour, John",United States,Tall Clock,Tall clock +,,,Queens,,Austrian,New York,American,Glass,"Tiffany Glass and Decorating Company|Kreischmann, Fredolin",United States,Vase,Vase +,Middle Kingdom,Dynasty 11,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Griffin, Tomb of Khety","Facsimile, Khety (Beni Hasan 17), griffin" +,,,New England,,,Boston,American,Furniture,"Davenport, A. H.|Keeler & Co.",United States,Armchair,Armchair +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Compote,Compote +,,,Haute-Vienne,,American and French,Atlanta|Limoges,American,Ceramics,"Lycett, Studios William|Haviland & Co.",United States|France,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,"Lycett, Edward|Faience Manufacturing Company ",United States,Covered Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah|Wright, Joseph (Wright of Derby)",England,George Washington,Cameo +reign of Thutmose III–Amenhotep II ?,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Gifts from the King, Tomb of Menkheperraseneb","Facsimile, Menkheperraseneb (TT 79), funerary gifts" +,,,Haute-Vienne,,American and French,New York|Limoges,American,Ceramics,"Mason, Maude|Haviland & Co.",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,Queens,,American,New York,American,Drawings,"Tiffany Studios |Lamar, Raphael de|Tiffany, Louis Comfort|Tiffany Glass Company|Tiffany Glass and Decorating Company",United States,Design for “Woman in a Pergola with Wisteria” window,Drawing +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women Preparing Food, Tomb of Djari","Facsimile, Djari (TT 366)" +,,,Queens,,American,New York,American,Silver,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Cup,Cup +,,,Brooklyn,,American,New York,American,Furniture,"Brooks, Thomas",United States,Armchair,Armchair +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Laden Donkeys and Ploughing, Tomb of Djar","Facsimile, Djari (TT 366, MMA 820), plowing, donkeys" +,,,Haute-Vienne,,American and French,Cincinnati|Limoges,American,Ceramics,F. B. M.|Haviland & Co.,United States|France,Plate,Plate +reign of Snefru,Original: Old Kingdom,Dynasty 4,,Memphite Region,,,,,"Wilkinson, Charles K.",Egypt,"Facsimile Painting of Geese, Tomb of Nefermaat and Itet","Facsimile, Nefermaat and Itet, Meidum geese" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Man Transporting a Hedgehog and a Hare, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), hedgehogs" +Joint reign of Hatshepsut and Thutmose III,Twentieth Century; original New Kingdom,"Original New Kingdom, Dynasty 18",,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Facsimile: Scene of Fish Preparation and Net Making,"Facsimile, Amenhotep (TT 73), fish preparation, net making" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Pitcher,Pitcher +reign of Amenhotep II,Twentieth Century; original New Kingdom,original Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and a Woman Make Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,Leaders of the Aamu of Shu,"Facsimile, Khnumhotep (Beni Hasan 3), nomads" +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and his Mother Receiving Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Schumacher's Taliesin Line of Decorative Fabrics and Wallpapers Designed by Frank Lloyd Wright,Fabric sample book +,,,New England|New England,,,Cambridge|Boston,American,Glass,New England Glass Company |South Boston Flint Glass Works ,United States|United States|United States,Sugar bowl,Sugar bowl +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Candlestick,Candlestick +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Finger Bowl,Finger bowl +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Ewer,Ewer +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandals" +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Merseyside,,British,Liverpool,British,Jewelry,Tobias and Company M. I.,England,Watch,Watch +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter Making a Chair, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter, bow drill" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gesso Preparation and Application, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stucco making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers Getting Water from a Pool, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), pool" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), brickmaking" +,,,,Asmat,,Omadesep Village,,Photographs,"Ndanim|Rockefeller, Michael Clark|Gerbrands, Adrianus Alexander",Indonesia,Ndanim of Omadesep Holding a Paint Vessel (jifoi),PHOTOGRAPH +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Rekhmire and Mother Receiving Offerings, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offering" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Scrapbook,Scrapbook +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Covered Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,Italian,,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Cameo Medallion,Cameo medallion +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Heath, Joseph",England,Plate,Plate +,,,,South United States,American,Biloxi,American,Ceramics,"Ohr, George E.|Biloxi Art Pottery ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Meigh, Charles",England,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Plate,Plate +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cup Plate,Cup plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Architecture,"Dikeman, Fred|Tiffany, Louis Comfort|Dikeman, Fred and Nancy Lee",United States,Mosaic Panel,Mosaic panel +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Vegetable Dish,Vegetable dish +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,American,New York,American,Ceramics,"Müller, Karl L. H.",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Mosaic Plaque,Mosaic plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Corona,,,St. Petersburg|New York,"American, Russian",Glass,"Aarne, Viktor|FABERGÉ, HOUSE OF CARL|Tiffany Furnaces",Russia|United States,Vase with serpent mounts,Vase +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Martin, Zue|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Woven curtain +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American|American,New York,American,Textiles-Printed,"Reynolds, James|Wesley Simpson, Inc. ",America,Piece,Sample +,,,,Mid-Atlantic,"American, born Austria-Hungary|American",New York,American,Textiles-Printed,"Bemelmans, Ludwig|Wesley Simpson, Inc. ",America,Piece,Sample +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Mother, Queen Ahmose","Facsimile, Hatshepsut's Temple, Queen Ahmose" +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Crib or Doll Coverlet,Coverlet +,,,,,American,Tokyo,American,Furniture,"Wright, Frank Lloyd|Matsu-Zukaya Company ",Japan,Side Chair,Side Chair +,,,,,American,Tokyo,American,Furniture,"Matsu-Zukaya Company |Wright, Frank Lloyd",Japan,Side Chair,Side Chair +,,,,,American,Riverside,American,Ceramics,"Wright, Frank Lloyd|Bauscher Brothers Porcelain Factory ",United States,Plate,Plate +reign of Ahmose,Twentieth Century; original Early New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Ceiling Decoration,"Facsimile, Tetiky (TT 15), ceiling" +,,,Suffolk County,,American,Sag Harbor,American,Textiles,"Coleman, Ruth Culver",United States,Embroidered coverlet,Coverlet +,,,New London County,,American,Stonington,American,Textiles,"Breed, Mary",United States,Embroidered coverlet,Coverlet +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,New England,American,Manchester and Hartford,American,Textiles-Printed,Cheney Brothers,America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Log Cabin Crib Quilt,Quilt +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster (Tetramorph) from the Parapet of a Pulpit with Symbol of the Evangelists,Pilaster +,,,,,American,Cleveland,American,Furniture,"Van Dorn Iron Works Company The|Wright, Frank Lloyd",United States,Side Chair,Side Chair +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Sauceboat,Sauceboat +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Building a Catafalque, Tomb of Ipuy","Facsimile, Ipuy (TT 217), catafalque" +,,,Queens,,American,New York,American,Ceramics,"Volkmar Ceramic Company|Volkmar, Charles",United States,Vase,Vase +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Facsimile painting from the 'Green Room' in the North Palace at Amarna,"Facsimile, Amarna, North Palace, papyrus swamp" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Seated woman with Two Female Servants,"Facsimile, Djeserkareseneb (TT 38), banquet, chair" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Compote,Compote +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +reign of Ramesses II,"Original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Queen Nefertari Playing Senet,"Facsimile, QV 66, Nefertari" +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|McLoughlin Thomas P.|Mizelle Diana G.,United States,Small Bass Violin,Small Bass Violin +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Sennedjem and Iineferti in the Fields of Iaru,"Facsimile, Sennedjem (TT 1), Iaru" +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Facsimile of the south side of the sarcophagus of King Haremhab,"Facsimile, sarcophagus, Haremhab, KV 57" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ibex and Dog from the Tomb of Qenamun,"Facsimile, Qenamun (TT 93), hunting" +,,,Staffordshire,,American,,British (American market),Ceramics,"Emmet, Rosina|Wedgwood and Sons, Josiah",England,M. B. Brown,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,General Zachary Taylor,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,"American, born Germany",New York,American,Textiles-Printed,"Allesch, Marianna von|McBratney and Company",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Chandelier,Chandelier +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Curtain +,,,,,German,Ingolstadt,German,Ivories-Horn|Metalwork-Silver,Greiff Hans,Germany,Beaker,Beaker +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,Charles Cartlidge (Bust),Sculpture +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Barbara,Reliquary bust +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Catherine of Alexandria,Reliquary bust +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,"Textile, Design 104",Piece +,,,Delaware,,American,Rose Valley,American,Ceramics,"Jervis, William P.|Rose Valley Pottery ",United States,Vase,Vase +,,,,,American|American,Boston,American,Natural Substances,"Dering, Mary|Dering, Elizabeth",United States,Quillwork hatchment of Dering coat of arms,Coat of arms +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood, Enoch",England,Bust of George Washington,Bust +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +reign of Amenhotep II–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Upper wall and ceiling motif,"Facsimile, Kha (TT 8), ceiling" +Joint reign of Hatshepsut and Thutmose III,Original: New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Astronomical Ceiling,"Facsimile, Senenmut (TT 353), astronomical ceiling" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Pairy","Facsimile, Pairy (TT 139), funeral" +reign of Ramesses II,Twentieth Century; original New Kingdom,original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Procession from the Temple of Amun,"Facsimile, Panehsy (TT 16), procession, Amun" +reign of Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Statue of Deified Amenhotep I,"Facsimile, Panehsy (TT 16), Amenhotep I" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Queen Nefertari Kneeling in Adoration, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Female Dancers in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), dancer, music" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Vignette from the Book of the Dead, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,Italian,Florence,Italian,Paintings-Canvas,Lorenzo Monaco (Piero di Giovanni),Italy,The Intercession of Christ and the Virgin,Painting +Joint reign of Hatshepsut and Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Thutmose I and His Mother Seniseneb,"Facsimile, Hatshepsut, Thutmose I, Seniseneb" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,Spanish,Lerida,Catalan,Paintings-Fresco,Master of Pedret,Spain,The Virgin and Child in Majesty and the Adoration of the Magi,Fresco +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Visit Abydos, Tomb of Userhat","Facsimile, Userhat (TT 51), voyage to Abydos" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Vessels and Weapons, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Asians" +reign of Mentuhotep II,First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile of the paintings on the south wall of the burial crypt in the tomb of Khety,"Facsimile, Khety (TT 311, MMA 508), friese d'objets" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile of an Unfinished Section of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,German,Würzburg,German,Sculpture-Wood,Riemenschneider Tilman,Germany,Standing Bishop,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Anubis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and his Mother, Mutemwia, in a Kiosk","Facsimile, Anen, TT 226, Amenhotep III, Mutemwia" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England|England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions from Nubia Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions, Nubia" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,Two Princesses,"Facsimile, Amarna, princesses" +,,,,,Italian,,Italian,Sculpture-Wood,"Aquilano, Paolo ",Italy,Kneeling Virgin,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Platter,Platter +,,,South Yorkshire,,British,Sheffield,American,Silver,"Dixon, James & Sons",England,Tray,Tray +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Men from Punt Carrying Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Puntites" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gathering Honey, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), beekeeping" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Urn,Urn +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Herdsmen and Part of a Market Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), market, herdsmen, goats" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,,,German,Freiburg im Breisgau(?),German,Sculpture-Wood,"Wydytz, Hans I",Germany,Crucifixion Group,Relief +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nakhtamun's Funeral Procession, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), funeral" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Anubis Weighing the Heart, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), Anubis" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,French,Paris,French,Manuscripts and Illuminations,Le Noir Jean,France,"The Prayer Book of Bonne of Luxembourg, Duchess of Normandy",Psalter and Hours; Manuscript +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions magazine" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Slop Bowl,Slop bowl +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Nubians, baboon, leopard" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Hounds from Nubia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), hounds" +,,,,,American,New York,American,Furniture,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Table,Table +,Second Intermediate Period–Early New Kingdom,Dynasty 17–18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Seated Woman,"Facsimile, Thebes" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +reign of Thutmose II–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +,,,McHenry,,American|American,,American,Ceramics,"Dodd, William J.|Gates Potteries |American Terra Cotta and Ceramic Company ",United States,Vase,Vase +,,,,,German,Strasbourg,German,Sculpture-Wood,"von Hagenau, Nikolaus",present-day France,Saint Anthony Abbot,Statue +,Middle Kingdom,Dynasty 12,,Memphite Region,,,,,"Lansing, Ambrose",Egypt,Facsimile of Senwosretankh's false door,"Facsimile, Senwosretankh's false door" +reign of Mentuhotep II (ca. 2051–2030 B.C.),Modern; original First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Africa,Facsimile of the painting on the inner front side of the sarcophagus of Aashyt,"Facsimile, Aashyt, sarcophagus" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women at a Banquet, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), banquet" +,,,,,Austrian or German,Bruneck,Austrian,Sculpture-Wood,"Pacher, Michael","Austria (now Italy, Trentino-Alto Adige)",Saint Margaret,Statue +,,,,,Italian,probably Pisa,Italian,Sculpture-Architectural,Guglielmus,Central Italy,Holy-water Font,Font +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +reign of Thutmose IV,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Military Musicians Showing Nubian and Egyptian Styles,"Facsimile, Tjeneny (TT 74), Nubian soldiers" +Reign of Thutmose I–Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Horses, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, horses" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Kneeling Before Osiris and the Goddess of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), Osiris, goddess of West" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Isis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Female Celebrants in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), music, dancer, sistrum, menat" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King and Horus, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Salt,Salt +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from the Keftiu, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offerings, Keftiu" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Glue Pot,Glue pot +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Stamp Box,Stamp box +,,,,,American,New York,American,Textiles,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Printed velvet,Printed velvet +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul|Hughes, Robert Ball",United States,John Trumbull,Medal +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul",United States,Washington Allston,Medal +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Brother",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Woven sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,British,London,British,Textiles,"Morris, William|Morris & Company",England,Woven piece,Piece +,,,,,"American, born Ireland",New York,American,Sculpture,"Duggan, Peter Paul|Wright, Charles Cushing|Ellis, Salathiel",United States,Gilbert Stuart,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Platter,Platter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Covered tureen,Tureen +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Dogwood,Window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,Native American,,Arapaho,Paper-Drawings,Artist A (Henderson Ledger),United States,Warrior Society Dance,Drawings +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,|,,Italian,Cremona,Italian (Cremona),Chordophone-Lute-plucked,Amati Andrea,Italy,"ex ""Kurtz"" Violin",Violin +,,,Frederick County,,,New Bremen,American,Glass,"New Bremen Glass Manufactory |Amelung, John Frederick",United States,Goblet,Goblet +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Square Planter,Square planter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,"American, born Austria",Concord,American,Metal,"Durgin Company William B.|Bitter, Karl Theodore",United States,Standing Cup,Standing cup +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wood, Ralph, the Younger",England,George Washington,Bust +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Chandelier,Chandelier +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Century Vase,Vase +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Ceramics,"Falconer, John Mackie|Carr, New York City Pottery James",United States,Plaque,Plaque +,,,,,American,New York,American,Furniture,"Carter, Robert",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,Chicago,American,Architecture,"Elmslie, George Grant|American Terra Cotta and Ceramic Company ",United States,Frieze,Frieze +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Plaque +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Tulips panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Fountain base for mosaic wall mural,Fountain base +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Screen,Screen +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,American,Baltimore,American,Furniture,"Smith, Francis Hopkinson",United States,Grand Harmonicon,Grand harmonicon +,,,,,American,,"American, Japanese",Ceramics,"Noritake |Wright, Frank Lloyd",Japan,Salad Plate,Salad plate +,,,Morris County,,,Hanover,American,Textiles,"Hodges, Polly",United States,Embroidered sampler,Sampler +,,,,,American,New York,American,Silver,"Myers, Myer",United States,Sugar tongs,Tongs +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Sugar Bowl,Sugar Bowl +,,,Saratoga County,,,Halfmoon,American,Textiles,"Coons, Elizabeth",United States,Embroidered sampler,Sampler +,,,,,,Philadelphia,American,Metal,"Heyne, Johann Christoph|Will, William",United States,Sugar Bowl,Sugar bowl +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Sugar Bowl,Sugar bowl +,,,Essex County,,,Haverhill,American,Textiles,"Carleton, Caroline",United States,Embroidered sampler,Sampler +,,,Essex County,,,Salem,American,Textiles,"Glover, Priscilla T.",United States,Embroidered Sampler,Sampler +,,,Lancaster County,,,East Hempfield,American,Textiles,"Stauffer, Mary Ann",United States,Embroidered Sampler,Sampler +,,,Summit County,,,Springfield,American,Textiles,"Reynolds, Jenette A.",United States,Embroidered Sampler,Sampler +,,,,,American,Philadelphia,American,Membranophone-double-headed / cylindrical drum,"Vogt, Ernest",United States,Side Drum,Side Drum +,,,Montgomery County,,,,American,Ceramics,"Nice, John",United States,Sugar bowl,Sugar bowl +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Quilted Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,,,American,Fayetteville,American,Textiles,"Stickley, Gustav",United States,Embroidered Table Scarf,Tablecloth +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Magdalena",United States,Embroidered Sampler,Sampler +,,,Brooklyn,,,Meriden|New York,American,Glass,Handel Company ,United States|United States,Lamp,Lamp +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Anna",United States,Embroidered Sampler,Sampler +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Table Spoon,Spoon +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Pyramidal Vase,Pyramidal vase +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|British,Newport,American,Furniture,"Townsend, John|Tomlinson, William",United States,Tall clock,Tall clock +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Library table +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Salad Plate,Salad plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,,American|American,Syracuse,American,Furniture,"Stickley, Gustav|Tobey Furniture Company",United States,Table,Table +,,,,,American|American,New York,American,Textiles,"Cheney Brothers|Wheeler, Candace",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Salad Fork,Fork +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lamp,Lamp +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Woven sample,Sample +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Tazza,Tazza +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,Cincinnati,American,Ceramics,"Rookwood Pottery|Rothenbusch, Frederick D. H.",United States,Plaque,Plaque +,,,Bucks County,,,,American,Ceramics,"Klinker, Christian",United States,Jar,Jar +,,,Bucks County,,,,American,Ceramics,"Kline, Philip",United States,Jar,Jar +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase with cover,Vase with cover +,,,,,American|French (active Britain),Boston,American,Chordophone-Zither-plucked-harpsichord,"Chickering & Sons|Dolmetsch, Arnold",United States,Harpsichord,Harpsichord +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Mug,Mug +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Chalice,Chalice +,,,,,American,Chicago,American,Ceramics,"Northwestern Terra Cotta Company |Schneider, Kristian|Wheelock, Harry Bergen",United States,"Panel from Western Methodist Book Concern Building, Chicago",Panel +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Chair,Chair +,,,,,"American, born Ireland",New York,American,Sculpture,"Ellis, Salathiel|Duggan, Peter Paul|Wright, Charles Cushing",United States,Gilbert Stuart,Medal +,,,,,German,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Metzler, Valentine",United Kingdom,Flute in D,Flute in D +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hand Blotter,Hand blotter +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,"American, born England",Santa Barbara,American,Ceramics,"Rhead, Frederick Hurten|Rhead Pottery",United States,Vase,Vase +,,,,,American,Zanesville,American,Ceramics,American Encaustic Tile Company,United States,Tile,Tile +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Plate,Plate +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Frederick County,,,Lewistown,American,Textiles,"Schaeffer, Annie E. Freshour",United States,"Quilt, Birds in Air pattern",Quilt +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Kettle Stand,Kettle stand +,,,,,,Boston,American,Glass,"Cains, Thomas|South Boston Flint Glass Works |Phoenix Glass Works ",United States,Sugar bowl,Sugar bowl +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cream Pitcher,Cream pitcher +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,Seal,Seal +,,,Delaware,,,Rose Valley,American,Furniture,"Price, William Lightfoot|Rose Valley",United States,Library Table,Library table +,,,,,,Portland|Pittsburgh,American,Glass,Duncan and Sons George|Portland Glass Company ,United States|United States,Tree of life pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,,Coventry|Keene,American,Glass,Coventry Glass Works |Keene Glass Works,United States|United States,Figured flask,Flask +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American,New York,American,Silver,"Bailey, John|Ferara, Andrea",United States,Dress Sword,Sword +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Double Vase,Double vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Yale and Towne Manufacturing Company ",United States,"Doorplate, knob, and lock for Guaranty Building, Buffalo",Door hardware +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Drop-leaf Pembroke Table,Drop-leaf Pembroke table +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Jewelry,"Jamison, George W.|Rose, William",United States,Cameo,Brooch +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Dish,Dish +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Dinner Knife,Knife +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dinner Fork,Fork +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dessert Spoon,Spoon +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,American,New York,American,Jewelry,"Carlin, John",United States,Pair of Bracelets,Bracelet +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Cylinder Desk and Bookcase,Desk and bookcase +,,,,,American,Salem,American,Furniture,"Gould, Nathaniel",United States,Desk and bookcase,Desk and bookcase +,,,,,American|American,Eastwood,American,Furniture,"Ellis, Harvey|Stickley, Gustav",United States,Desk,Desk +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Demitasse Spoon,Spoon +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Sugar Bowl,Sugar bowl +,,,,,American,Eastwood,American,Furniture,"Stickley, Gustav",United States,Sideboard Table,Sideboard table +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Cup Plate,Cup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Receiving Offerings, Tomb of Userhat","Facsimile, Userhat (TT 51), offering" +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sideboard Table,Sideboard table +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan|Phyfe & Son, D.|Phyfe & Sons, D.",United States,Secretary Abattant,Secretary abattant +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Hall & Son Ralph,England,Cup and Saucer,Cup and saucer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Cream Pitcher,Cream pitcher +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Dish,Dish +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Dish,Dish +,,,,,American,Marlborough,American,Aerophone-Organ,"Clisbee, George",United States,Chamber Organ,Chamber Organ +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Silver,"Targee, John",United States,Snuffbox,Box +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,New York,American,Jewelry,"Bell, George|Manz, Gustav",United States,Brooch,Brooch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,Newport,American,Furniture,"Townsend, John",United States,Firescreen,Firescreen +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,New England,,,Boston,American,Furniture,"Willard, Simon",United States,Tall Clock,Tall clock +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bernstein Raphael,United States,Alto Violin,Alto Violin +,,,,,British,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Cahusac, Thomas",United Kingdom,Flute,Flute +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,British,London,British,Chordophone-Lute-bowed-fretted,Norman Barak,United Kingdom,Bass Viola da Gamba,Bass Viola da Gamba +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Floor Lamp,Floor lamp +reign of Mentuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile painting from the temple of Mentuhotep II,"Facsimile, Mentuhotep II" +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Blatter Donald|Coleman Thomas,United States,Contrabass Violin,Contrabass Violin +,,,,,American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bronstein Rafael,United States,Baritone Violin,Baritone Violin +,,,,,American|American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Dunham Louis W.|Miller Burritt,United States,Tenor Violin,Tenor Violin +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Field Carolyn,United States,Treble Violin,Treble Violin +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bottle,Bottle +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American|American,South Manchester,American,Textiles,"Cheney Brothers|Wheeler, Candace|Associated, Artists ",United States,Sample,Sample +,,,,,English,London,British,Chordophone-Lute-bowed-fretted,"Meares, Richard",United Kingdom,Viola da Gamba,Viola da Gamba +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,British,London,British,Chordophone-Accessories-bow,"Dodd, James",United Kingdom,Violoncello Bow,Violoncello Bow +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Zanesville,American,Ceramics,"Rhead, Loiz Whitcomb|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,,American,Zanesville,American,Ceramics,"Mueller, Herman Carl|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Mundie, William B.|Jenney, William LeBaron",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Jenney, William LeBaron|Mundie, William B.",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Electric Lamp,Electric lamp +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Electric Lamp,Electric lamp +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Daybed,Daybed +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Ewer,Ewer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Couch,Couch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Tankard,Tankard +,,,,,American,Boston|Philadelphia,American,Silver,"Pitts, Richard|Pitts, John",United States|United States,Porringer,Porringer +,,,,,American,New York,American,Textiles,Cheney Brothers|Tiffany & Wheeler,United States,Sample,Sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Wine and Papyrus for the Treasuries of Amun, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), treasury of Amun" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,German,Zanesville,American,Ceramics,"Haubrich, Albert|Owens Pottery Company J. B.",United States,Umbrella Stand,Umbrella stand +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,Rookwood Pottery,United States,Plaque,Plaque +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Drilling a Stone Vase, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), drilling stone" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,,American,New York,American,Glass,"Tiffany Furnaces|Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stringing and Drilling Beads, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), jewelry making, bow drill" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Davenport, ",England,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Carrying Loaves, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers, basket" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Ingot and a Chariot, tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, chariot, ingot" +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|Henderson Flint Stoneware Manufactory D. and J.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work" +,,,,,French,New York,American,Glass,"Dorflinger, Christian",United States,Water Goblet,Water goblet +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnolias and Irises,Stained glass window +,,,,,American,Kankekee,American,Glass,"Wright, Frank Lloyd",United States,Stained Glass Window,Stained glass window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window stool,Window stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Workers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather workers" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Stool,Window Stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Elephant and a Bear, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, elephant, bear, ingot" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Chicago,American,Furniture,"Wright, Frank Lloyd",United States,"Window from Auldbrass Plantation near Yemassee, South Carolina",Window +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Garden Landscape,Wall mural and fountain +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,Philadelphia|New York,American,Silver,"Reeves, Stephen|Richards, Samuel Jr.",United States|United States,Creampot,Cream pot +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing and Cooking Cakes, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cooking Cakes with Fat, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing Dough, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sifting Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Pounding Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,,,,,American,New York,American,Metal,"Stourbridge Glass Company|Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from Western Asia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), gifts" +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Vase,Vase +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Uhler, Andrew",United States,Plate,Plate +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,McHenry,,,,American,Ceramics,Gates Potteries ,United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Ridgway, John & William",England,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,McHenry,,,,American,Ceramics,"Gates Potteries |Gates, William Day",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Troxel, Henry",United States,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"McDonald, William Purcell|Rookwood Pottery",United States,Chief Joseph of the Nez Perce,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Haute-Vienne,,French,Limoges,American,Ceramics,"Leonard, Anna B.|T & V",United States|France,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Aladdin Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, Son & Co. William",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,Merseyside,,,Liverpool,,Ceramics,Sadler and Green ,England,Plate,Plate +,,,Northampton County,,,,American,Ceramics,"Roth, Heinrich",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Roudebuth, Henry",United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Clementson, Joseph",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Challinor & Co. E.,England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Stofflet, Heinrich",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Shaw, Anthony",England|England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Soup Plate,Soup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Henshall, Williamson & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,Detroit,American,Ceramics,"Perry, Mary Chase|Pewabic Pottery ",United States,Vase,Vase +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,"Schmidt, Carl|Rookwood Pottery",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Leidy, John I",United States,Plate,Plate +,,,,,American,,American,Architecture,"Wright, Frank Lloyd",Japan,"Urn from the Imperial Hotel, Tokyo, Japan",Urn +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ashworth, & Bros. Ltd. G. L.",England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Edwards J. & T.,England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Minneapolis,American,Glass,"Purcell, Feick and Elmslie |Elmslie, George Grant",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Knife,Knife +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Window,Window +,,,,,American,New York,American,Textiles,"Furman, Warner Williams Sarah",United States,Phebe Warner Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Embroidered whitework coverlet,Coverlet +,,,,,German,Albany,American or German,Ceramics,"St. John, Olga|Rosenthal",United States|Germany,Plate,Plate +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,,,"American, born Germany",Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States,Pocket bottle,Pocket bottle +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Winemaking, Tomb of Ipuy","Facsimile, Ipuy (TT 217), winemaking" +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Tray,Tray +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Sauceboat,Sauceboat +,,,,,"American, born Germany",Elizabeth|Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States|United States,Pocket bottle,Pocket bottle +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Cordial,Cordial +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Toby Jug,Toby jug +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Celery vase,Vase +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Goblet,Goblet +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Pitcher,Pitcher +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Decanter with stopper,Decanter +,,,,,American,Cambridge,American,Glass,"Doms, Francis|New England Glass Company ",United States,Decanter,Decanter +,,,,,French (active Britain)|American,Boston,American,Chordophone-Zither-plucked-harpsichord,"Dolmetsch, Arnold|Chickering & Sons",United States,Virginal,Virginal +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Match Box Holder,Match box holder +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Fork,Fork +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Architecture,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lintel,Lintel +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|American Pottery Manufacturing Company ",United States,Teapot,Teapot +,,,,,British,Jersey City,American,Ceramics,"American Pottery Manufacturing Company |Greatbach, Daniel",United States,Teapot,Teapot +,,,Logan County,,,"Russelville, (""The Knob"")",American,Textiles,"Morton, Littlejohn Ellen|Morton, Bibb Margaret",United States,"Quilt, Star of Bethlehem pattern variation",Quilt +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Lioness Figure,Figure +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Teapot,Teapot +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Tea bowl,Tea bowl +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|Lyman, Fenton and Company |United States Pottery Company ",United States,Standing lion,Figure +,,,Sullivan County,,,Forestburgh,American,Textiles,"Ruddick, Susan Reed",United States,Wild Goose Chase Quilt,Quilt +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,,American,New York,American,Silver,"Groen, Jacob Marius",United States,Tankard,Tankard +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Nine Patch Quilt,Quilt +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Trainque ",United States,Library Table,Library table +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Letter Rack,Letter rack +,,,Suffolk County,,,Sag Harbor,American,Textiles,"Taft, Mary Malvina Cook",United States,Chintz appliquéd quilt,Quilt +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Alexander, James",United States,Coverlet,Coverlet +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Boston,American,Textiles,"Thomas, Mary Ann|Snow, Mrs. Deborah|Gore, John and Samuel",United States,Coat of Arms,Coat of Arms +,,,,,American,Philadelphia,American,Textiles,"Folwell, Samuel|Elizabeth Folwell's School",United States,Embroidered Picture,Embroidered picture +,,,,,American,Providence,American,Textiles,"Miss Balch's School|Bowler, Amy Harris",United States,Memorial to Metcalf and Samuel Bowler,Embroidered picture +,,,,,American,Newport,American,Textiles,"Wright, Mary|Osborn, Sarah",United States,Embroidered Picture,Embroidered picture +,,,Albany County,,,Cohoes,American,Textiles,"Samuels, Maria Holden",United States,Sampler,Sampler +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Tête-à-tête,Tête-à-tête +,,,|,North India,French,Paris,,Jewelry,Cartier,France,Brooch,Brooch +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,Montgomery County,,,Norriton Township,American,Textiles,"Metz, Leonard",United States,Coverlet,Coverlet +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Tea Spoon,Spoon +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Pillow Slip,Pillow slip +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Irises panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Teapot,Teapot +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Fishing and Fowling, from the Tomb of Ipuy","fishing and fowling, Facsimile, Ipuy (TT 217)" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ipuy and Wife Receive Offerings from Their Children (substantially restored),"Facsimile, restored, Ipuy (TT 217), offering, seated couple" +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Platter,Platter +,,,,,American,Chicago,American,Architecture,"Schneider, Kristian|Sullivan, Louis Henry",United States,"Ornament from the Scoville Building, Chicago",Ornament +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Rack,Paper rack +,,,,,German,Augsburg,German,Glass-Stained,"Beck, Leonhard",Germany,Marriage Panel of Gabriel Weydacher and his wife Juliana Wemis with the Virgin and Child and Saints Barbara and Catherine,Panel +,,,,,French|Spanish,,French,Sculpture-Architectural,"Le Moiturier, Antoine|de la Huerta, Jean",France,Fragment from the Tomb of John the Fearless and Margaret of Austria,Tomb Fragment +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Grapevine Panel,Stained glass window +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Scene of Metal Workers, Tomb of Rekhmire","Facsimile, metal work, bellows, Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Metal Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal work" +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Grapevine Panel,Stained glass window +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Overmantel Looking Glass,Looking glass +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Schneider, Kristian",United States,"Ornament from the Scoville Building, Chicago",Ornament +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Ramp Building Scene, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), ramp building" +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Cat Killing a Serpent,"Facsimile, Sennedjem, TT 1, cat, serpent" +,,,,,,Boston,American,Glass,"South Boston Flint Glass Works |Cains, Thomas|Phoenix Glass Works ",United States,Whale Oil Lamp,Whale oil lamp +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Moving a Stone Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons, lever" +reign of Hatshepsut,Modern (model); New Kingdom (original),Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Cornell, Howard I.",Egypt,Model of the Temple of Hatshepsut at Deir el-Bahri,"Temple of Hatshepsut, Deir el-Bahri, modern, model" +,,,,,Roman|British,London,British,Natural Substances,"Cicero, Marcus Tullius|Davies, T.",England,Book: Of the Nature of the Gods,Book +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Cutters Measuring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone cutting" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Masons Sqaring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons" +,,,,Midwest United States,American,Chicago,,Silver,"Petterson, Studio",United States,Dish and Cover,Dish and cover +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Note Pad Holder,Note pad holder +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nubians with a Giraffe and a Monkey, Tomb of Rekhmire","Facsimile, Nubians, giraffe, monkey Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter with Tools, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter" +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenters at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenters" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sawing a Plank, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sawing" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Pier Table,Pier table +,,,,,American,New York,American,Furniture,"Meeks, Joseph & Sons",United States,Pier Table,Pier table diff --git a/testdata/met/met_constraints.txt b/testdata/met/met_constraints.txt new file mode 100644 index 000000000..4d0160ffb --- /dev/null +++ b/testdata/met/met_constraints.txt @@ -0,0 +1,14 @@ +t1&t2&EQ(t1.Region,t2.Region)&IQ(t1.City,t2.City) +t1&t2&EQ(t1.Region,t2.Region)&IQ(t1.State,t2.State) +t1&t2&EQ(t1.Region,t2.Region)&IQ(t1.Country,t2.Country) +t1&t2&EQ(t1.Subregion,t2.Subregion)&IQ(t1.City,t2.City) +t1&t2&EQ(t1.Subregion,t2.Subregion)&IQ(t1.State,t2.State) +t1&t2&EQ(t1.Subregion,t2.Subregion)&IQ(t1.Country,t2.Country) +t1&t2&EQ(t1.River,t2.River)&IQ(t1.Country,t2.Country) +t1&t2&EQ(t1.Reign,t2.Reign)&IQ(t1.City,t2.City) +t1&t2&EQ(t1.Reign,t2.Reign)&IQ(t1.State,t2.State) +t1&t2&EQ(t1.Reign,t2.Reign)&IQ(t1.Country,t2.Country) +t1&t2&EQ(t1.Reign,t2.Reign)&IQ(t1.Dynasty,t2.Dynasty) +t1&t2&EQ(t1.Reign,t2.Reign)&IQ(t1.Period,t2.Period) + + From 24e881a94365de39b85b60057fe1adf703d836e6 Mon Sep 17 00:00:00 2001 From: Aoqian Zhang Date: Fri, 27 Sep 2019 16:25:13 -0400 Subject: [PATCH 48/48] Bug fix in embedding feat (#98) --- repair/featurize/embeddingfeat.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 7d86f308f..2c317acc9 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -101,6 +101,8 @@ def create_tensor(self): # Create tensor for z-scored domain values num_attrs_idx = {attr: idx for idx, attr in enumerate(self.embedding_model._train_num_attrs)} domain_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) + # only num_attrs_idx[attr] makes sense, others should not count into num_rmse + pred_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) # Mask to mask out RMSE computed on padding outside of cell's domain. domain_mask = torch.zeros(len(vids), self.embedding_model.max_domain) for idx, (_, attr, domain, domain_sz) in enumerate(domain_df[['attribute', 'domain', 'domain_size']].to_records()): @@ -115,16 +117,18 @@ def create_tensor(self): domain_numvals[idx,:domain_sz, num_attrs_idx[attr]] = torch.FloatTensor(dom_arr) domain_mask[idx,:domain_sz] = 1. + num_pred = num_predvals[idx] + pred_numvals[idx, :domain_sz, num_attrs_idx[attr]] = torch.FloatTensor(num_pred) + # (# of vids, max domain, # of num attrs) # This RMSE is between z-scored values. This is equivalent to dividing # the RMSE by std^2. - num_rmse = torch.abs(num_predvals.unsqueeze(-1).expand(-1, self.embedding_model.max_domain, len(num_attrs_idx)) - domain_numvals) + # num_rmse = torch.abs(num_predvals.unsqueeze(-1).expand(-1, self.embedding_model.max_domain, len(num_attrs_idx)) - domain_numvals) + num_rmse = torch.abs(pred_numvals - domain_numvals) num_rmse.mul_(domain_mask.unsqueeze(-1).expand(-1, -1, len(num_attrs_idx))) # (# of vids, max domain, 1 + # num attrs) return torch.cat([cat_probas.unsqueeze(-1), num_rmse], dim=-1) - - def feature_names(self): return ["Embedding Cat Proba"] + ["Embedding Num RMSE (%s)" % attr for attr in self.embedding_model._train_num_attrs]