Notebook tutorials

tutorials/data/pos_dev.label

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+DT NNP NNP NNP VBD DT CD NN NN NN IN NNP NNP NNP NNP , RB JJR IN VBN JJ NN IN DT NN NN NN CC RB PDT DT NN VBN IN DT NN .
+DT NN VBZ DT NN IN NNS IN NNP NNP , VBG JJ NNS , DT CD NN NN IN DT JJ NN NN CC DT NN IN JJ NNP NNP NNP IN DT NN NN IN PRP$ NN NNS .
+DT NNP JJ NN VBZ IN $ CD CD IN JJ NN RB , VBN IN DT $ CD CD NN VBN IN DT NN NN NN .
+DT NN VBD VBN NNS VBG $ CD CD , CC CD NN .
+DT NN VBD VBN IN NN VBD .
+NNP NNP VBD IN $ CD DT NN , RB CD NNS , IN NNP NNP NNP NNP JJ NN .
+DT NNP NNP NN VBD DT NN VBD VBN IN DT NN POS NN CC `` JJ IN DT JJ NN IN DT NN .
+JJ JJ NNP NNP NNP NNP , VBG RP NNS IN DT NN VB VBN RB , VBD DT NN POS JJ NN IN DT NN VBZ `` JJ . ''
+PRP$ NNS , VBN IN NN TO NNS POS NNS IN DT NNP NNP NNP RB , VBD IN NNP VBZ VBG NNP NN IN DT JJR NN IN DT NN POS NN .
+DT NNP VBZ DT JJR NN TO VB NNP NNP POS NNS RBR JJ CC VB VB NNP POS NN NN .

tutorials/data/pos_dev.word

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+The Arizona Corporations Commission authorized an 11.5 % rate increase at Tucson Electric Power Co. , substantially lower than recommended last month by a commission hearing officer and barely half the rise sought by the utility .
+The ruling follows a host of problems at Tucson Electric , including major write-downs , a 60 % slash in the common stock dividend and the departure of former Chairman Einar Greve during a company investigation of his stock sales .
+The Arizona regulatory ruling calls for $ 42 million in added revenue yearly , compared with a $ 57 million boost proposed by the commission hearing officer .
+The company had sought increases totaling $ 80.3 million , or 22 % .
+The decision was announced after trading ended .
+Tucson Electric closed at $ 20.875 a share , down 25 cents , in New York Stock Exchange composite trading .
+A Tucson Electric spokesman said the utility was disappointed by the commission 's decision and `` concerned about the financial integrity of the company .
+South Korean President Roh Tae Woo , brushing aside suggestions that the won be revalued again , said the currency 's current level against the dollar is `` appropriate . ''
+His comments , made in response to reporters ' questions at the National Press Club here , signaled that Seoul is resisting U.S. pressure for a further rise in the currency 's value .
+The U.S. wants a higher won to make South Korea 's exports more expensive and help trim Seoul 's trade surplus .

tutorials/data/pos_test.label

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+NNP NNP NNP POS NNP NN VBD PRP VBD DT JJ NN VBG PRP$ NN IN NNP NNP TO VB JJ NNS IN NNP POS CD NNS .
+NNP VBD DT NN VBZ IN PRP TO VB CD JJ JJ NNS IN DT NNS .
+DT VBP , IN JJ NNS , DT NN POS CD JJ NNS , DT NN NN , NN NN , VBN VBG NNS IN DT NNS CC DT JJ NN NN .
+IN DT VBG NN , NNP VBD , PRP VBZ RB VBN CD IN DT NNS TO NNP .
+NNP , VBN IN NNP NNP , NNP , VBZ DT NN , NNS , JJ CC NNS NN .
+NNP NNP NNP VBD VBN TO DT NNS NN POS NN , VBG DT NN VBN IN DT NN IN NNP NNP JJ NNP .
+NNP NNP , CD NNS JJ , VBD IN NN NN IN DT NNP NN .
+IN NNP , PRP VBD DT NN IN NN NN IN NNP NNP , DT NN NN NN .
+NNP NNP NNP NNP .
+NNP NNP NNP , CD NNS JJ , VBD VBN NN CC NN VBG NN IN NNP NNP , DT NNP , NNP , NN IN DT NNP NNP NN NN NN .

tutorials/data/pos_test.word

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+Rockwell International Corp. 's Tulsa unit said it signed a tentative agreement extending its contract with Boeing Co. to provide structural parts for Boeing 's 747 jetliners .
+Rockwell said the agreement calls for it to supply 200 additional so-called shipsets for the planes .
+These include , among other parts , each jetliner 's two major bulkheads , a pressure floor , torque box , fixed leading edges for the wings and an aft keel beam .
+Under the existing contract , Rockwell said , it has already delivered 793 of the shipsets to Boeing .
+Rockwell , based in El Segundo , Calif. , is an aerospace , electronics , automotive and graphics concern .
+Frank Carlucci III was named to this telecommunications company 's board , filling the vacancy created by the death of William Sobey last May .
+Mr. Carlucci , 59 years old , served as defense secretary in the Reagan administration .
+In January , he accepted the position of vice chairman of Carlyle Group , a merchant banking concern .
+SHEARSON LEHMAN HUTTON Inc .
+Thomas E. Meador , 42 years old , was named president and chief operating officer of Balcor Co. , a Skokie , Ill. , subsidiary of this New York investment banking firm .

tutorials/data/pos_train.label

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+NNP NNP , CD NNS JJ , MD VB DT NN IN DT JJ NN NNP CD .
+NNP NNP VBZ NN IN NNP NNP , DT NNP VBG NN .
+NNP NNP , CD NNS JJ CC JJ NN IN NNP NNP NNP NNP , VBD VBN DT JJ NN IN DT JJ JJ NN .
+DT NN IN NN RB VBN TO VB NNP NN NNS VBZ VBN DT JJ NN IN NN NNS IN DT NN IN NNS VBN TO PRP RBR IN CD NNS IN , NNS VBD .
+DT NN NN , NN , VBZ RB JJ IN PRP VBZ DT NNS , IN RB JJ NNS TO PRP VBG NNS WDT VBP RP NNS JJ , NNS VBD .
+NNP NNP , DT NN IN JJ JJ NNP NNP WDT VBZ NNP NNS , VBD VBG NN IN PRP$ NN NN NNS IN CD .
+IN JJ NNS VBD VBN RBR IN DT NN IN , DT JJS NNS VBP IN NN POS NNP NNP NNP IN NNP , DT NN JJ TO VB JJ NN TO DT NN .
+DT NNP NN VBD , `` DT VBZ DT JJ NN .
+PRP VBP VBG IN NNS IN IN NN VBD IN NN VBG DT JJ NNS .
+EX VBZ DT NN IN PRP$ NNS RB . ''

tutorials/data/pos_train.word

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+Pierre Vinken , 61 years old , will join the board as a nonexecutive director Nov. 29 .
+Mr. Vinken is chairman of Elsevier N.V. , the Dutch publishing group .
+Rudolph Agnew , 55 years old and former chairman of Consolidated Gold Fields PLC , was named a nonexecutive director of this British industrial conglomerate .
+A form of asbestos once used to make Kent cigarette filters has caused a high percentage of cancer deaths among a group of workers exposed to it more than 30 years ago , researchers reported .
+The asbestos fiber , crocidolite , is unusually resilient once it enters the lungs , with even brief exposures to it causing symptoms that show up decades later , researchers said .
+Lorillard Inc. , the unit of New York-based Loews Corp. that makes Kent cigarettes , stopped using crocidolite in its Micronite cigarette filters in 1956 .
+Although preliminary findings were reported more than a year ago , the latest results appear in today 's New England Journal of Medicine , a forum likely to bring new attention to the problem .
+A Lorillard spokewoman said , `` This is an old story .
+We 're talking about years ago before anyone heard of asbestos having any questionable properties .
+There is no asbestos in our products now . ''

tutorials/data/sentences.txt

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+In the year 1969, Neil Armstrong became the first person to set foot on the moon during the Apollo 11 mission.
+The Berlin Wall, which divided East and West Germany, stood from 1961 until its fall in 1989.
+In 1776, the United States declared its independence from Great Britain with the signing of the Declaration of Independence.
+The year 1945 marked the end of World War II, with the surrender of Germany and Japan.
+The internet as we know it today began to take shape in 1969, when the first host-to-host connection was established between two computers.
+The devastating earthquake and tsunami in Japan occurred in 2011, causing widespread destruction and a nuclear disaster at the Fukushima Daiichi power plant.
+The Chernobyl nuclear disaster took place in 1986, when a reactor at the Chernobyl power plant in Ukraine exploded, releasing a significant amount of radioactive material.
+The year 1492 is famous for Christopher Columbus's first voyage to the Americas, which opened up a new era of exploration and colonization.
+The Women's Suffrage Movement achieved a significant victory in 1920 with the ratification of the 19th Amendment, granting women the right to vote in the United States.
+The year 2008 saw the global financial crisis, which originated in the United States and had a profound impact on the world economy.

tutorials/data/train_labels_binarized.txt

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+N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A
+N\A N\A N\A N\A N\A JJ N\A JJ N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A JJ JJ N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A N\A N\A
+N\A N\A N\A N\A N\A N\A JJ JJ N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A
+N\A JJ N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A JJ N\A N\A N\A N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A JJ N\A N\A
+N\A N\A N\A N\A N\A N\A N\A N\A N\A N\A