diff --git a/TextClassification_LeMonde.ipynb b/TextClassification_LeMonde.ipynb
index 51c30fc..dbf7008 100644
--- a/TextClassification_LeMonde.ipynb
+++ b/TextClassification_LeMonde.ipynb
@@ -386,7 +386,7 @@
     "                             accuracy_score)\n",
     "\n",
     "from keras.preprocessing import text, sequence\n",
-    "\n"
+    "from keras.utils import pad_sequences\n"
    ]
   },
   {
@@ -417,8 +417,8 @@
     "    tokenizer.fit_on_texts(list(train_raw_text))\n",
     "    train_tokenized = tokenizer.texts_to_sequences(train_raw_text)\n",
     "    test_tokenized = tokenizer.texts_to_sequences(test_raw_text)\n",
-    "    return sequence.pad_sequences(train_tokenized, maxlen=MAX_TEXT_LENGTH), \\\n",
-    "           sequence.pad_sequences(test_tokenized, maxlen=MAX_TEXT_LENGTH)\n",
+    "    return pad_sequences(train_tokenized, maxlen=MAX_TEXT_LENGTH), \\\n",
+    "           pad_sequences(test_tokenized, maxlen=MAX_TEXT_LENGTH)\n",
     "\n",
     "\n",
     "\n",