diff --git a/site/en-snapshot/tutorials/keras/text_classification.ipynb b/site/en-snapshot/tutorials/keras/text_classification.ipynb
index 4182c3f295..b0db879470 100644
--- a/site/en-snapshot/tutorials/keras/text_classification.ipynb
+++ b/site/en-snapshot/tutorials/keras/text_classification.ipynb
@@ -171,7 +171,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {
diff --git a/site/es-419/tutorials/keras/text_classification.ipynb b/site/es-419/tutorials/keras/text_classification.ipynb
index 889018a71c..0a16f4de8c 100644
--- a/site/es-419/tutorials/keras/text_classification.ipynb
+++ b/site/es-419/tutorials/keras/text_classification.ipynb
@@ -163,7 +163,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {
diff --git a/site/ja/tutorials/keras/text_classification.ipynb b/site/ja/tutorials/keras/text_classification.ipynb
index 4448bf8d3d..82daf7f0b4 100644
--- a/site/ja/tutorials/keras/text_classification.ipynb
+++ b/site/ja/tutorials/keras/text_classification.ipynb
@@ -163,7 +163,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {
diff --git a/site/ko/tutorials/keras/text_classification.ipynb b/site/ko/tutorials/keras/text_classification.ipynb
index 74b14fda01..2b3702918c 100644
--- a/site/ko/tutorials/keras/text_classification.ipynb
+++ b/site/ko/tutorials/keras/text_classification.ipynb
@@ -163,7 +163,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {
diff --git a/site/pt-br/tutorials/keras/text_classification.ipynb b/site/pt-br/tutorials/keras/text_classification.ipynb
index 259fe0d015..ee8b62ed3d 100644
--- a/site/pt-br/tutorials/keras/text_classification.ipynb
+++ b/site/pt-br/tutorials/keras/text_classification.ipynb
@@ -167,7 +167,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {
diff --git a/site/zh-cn/tutorials/keras/text_classification.ipynb b/site/zh-cn/tutorials/keras/text_classification.ipynb
index a9beeea6ec..ae8abdca7f 100644
--- a/site/zh-cn/tutorials/keras/text_classification.ipynb
+++ b/site/zh-cn/tutorials/keras/text_classification.ipynb
@@ -163,7 +163,7 @@
         "                                    untar=True, cache_dir='.',\n",
         "                                    cache_subdir='')\n",
         "\n",
-        "dataset_dir = os.path.join(os.path.dirname(dataset), 'aclImdb')"
+        "dataset_dir = os.path.join(os.path.basename(dataset), 'aclImdb')"
       ]
     },
     {