diff --git a/seq2seq.ipynb b/seq2seq.ipynb
index 7b2bb55..e739cbf 100644
--- a/seq2seq.ipynb
+++ b/seq2seq.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,7 +23,11 @@
     "from torch.utils.data import TensorDataset, DataLoader, RandomSampler\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
-    "import matplotlib.ticker as ticker"
+    "import matplotlib.ticker as ticker\n",
+    "\n",
+    "import pandas as pd\n",
+    "from nltk.translate.bleu_score import corpus_bleu, SmoothingFunction\n",
+    "import nltk"
    ]
   },
   {
@@ -579,9 +583,6 @@
     }
    ],
    "source": [
-    "import pandas as pd\n",
-    "from nltk.translate.bleu_score import corpus_bleu, SmoothingFunction\n",
-    "import nltk\n",
     "nltk.download('punkt')\n",
     "\n",
     "def filter_data(data, max_length, prefixes):\n",